From 05854c3e9297794de5161cf5f87d3ad5bf7a74fa Mon Sep 17 00:00:00 2001
From: Franck Galpin <franck.galpin@interdigital.com>
Date: Thu, 18 May 2023 16:30:00 +0000
Subject: [PATCH] stage 1 branch
---
.gitignore | 1 +
CMakeLists.txt | 2 +-
dev_notes_hop.md | 91 +
models/post_filter/overfitted_models.json | 166 +-
source/App/DecoderApp/DecApp.cpp | 4 +-
source/App/DecoderApp/DecAppCfg.cpp | 6 +-
source/App/DecoderApp/DecAppCfg.h | 3 +
source/App/EncoderApp/EncAppCfg.cpp | 9 +-
source/Lib/CommonLib/Common.h | 4 +-
source/Lib/CommonLib/Contexts.cpp | 10 +
source/Lib/CommonLib/Contexts.h | 3 +
source/Lib/CommonLib/Mv.h | 2 +-
source/Lib/CommonLib/NNFilterHOP.cpp | 328 +
source/Lib/CommonLib/NNFilterHOP.h | 104 +
source/Lib/CommonLib/NNFilterSet0.cpp | 2 +-
source/Lib/CommonLib/NNFilterSet1.cpp | 2 +-
source/Lib/CommonLib/NNInference.h | 22 +-
source/Lib/CommonLib/Slice.h | 17 +-
source/Lib/CommonLib/TypeDef.h | 4 +
source/Lib/DecoderLib/CABACReader.cpp | 26 +-
source/Lib/DecoderLib/CABACReader.h | 4 +-
source/Lib/DecoderLib/DecLib.cpp | 20 +
source/Lib/DecoderLib/DecLib.h | 12 +-
source/Lib/EncoderLib/CABACWriter.cpp | 21 +
source/Lib/EncoderLib/CABACWriter.h | 3 +
source/Lib/EncoderLib/EncCfg.h | 8 +
source/Lib/EncoderLib/EncGOP.cpp | 27 +-
source/Lib/EncoderLib/EncGOP.h | 8 +
source/Lib/EncoderLib/EncNNFilterHOP.cpp | 116 +
source/Lib/EncoderLib/EncNNFilterHOP.h | 61 +
source/Lib/libmd5/libmd5.cpp | 2 +-
training/data_loader/data_loader.py | 284 +-
training/example/display_patches_dataset.py | 6 +-
training/tools/concatenate_dataset.py | 169 +-
training/tools/convert_dataset.py | 210 +
training/tools/create_unified_dataset.py | 188 +
training/tools/dataset_to_encoding_script.py | 184 +
.../NN_Filtering_HOP/config.json | 79 +
.../NN_Filtering_HOP/convert/convert.py | 69 +
.../NN_Filtering_HOP/model/model.json | 43 +
.../NN_Filtering_HOP/model/model.py | 301 +
.../NN_Filtering_HOP/readme.md | 95 +
.../NN_Filtering_HOP/training/cfg/debug.json | 3 +
.../NN_Filtering_HOP/training/cfg/stage1.json | 14 +
.../training/cfg/training_default.json | 87 +
.../NN_Filtering_HOP/training/dataset.py | 229 +
.../NN_Filtering_HOP/training/logger.py | 298 +
.../NN_Filtering_HOP/training/main.py | 65 +
.../NN_Filtering_HOP/training/trainer.py | 288 +
.../resources/properties/jvet_labels.json | 74 +-
.../properties/train_data_properties.json | 38405 +++++++++++++++-
.../properties/valid_data_properties.json | 161 +-
.../create_json/template/json_template.json | 27 +-
53 files changed, 42256 insertions(+), 111 deletions(-)
create mode 100644 dev_notes_hop.md
create mode 100644 source/Lib/CommonLib/NNFilterHOP.cpp
create mode 100644 source/Lib/CommonLib/NNFilterHOP.h
create mode 100644 source/Lib/EncoderLib/EncNNFilterHOP.cpp
create mode 100644 source/Lib/EncoderLib/EncNNFilterHOP.h
create mode 100644 training/tools/convert_dataset.py
create mode 100644 training/tools/create_unified_dataset.py
create mode 100644 training/tools/dataset_to_encoding_script.py
create mode 100644 training/training_scripts/NN_Filtering_HOP/config.json
create mode 100644 training/training_scripts/NN_Filtering_HOP/convert/convert.py
create mode 100644 training/training_scripts/NN_Filtering_HOP/model/model.json
create mode 100644 training/training_scripts/NN_Filtering_HOP/model/model.py
create mode 100644 training/training_scripts/NN_Filtering_HOP/readme.md
create mode 100644 training/training_scripts/NN_Filtering_HOP/training/cfg/debug.json
create mode 100644 training/training_scripts/NN_Filtering_HOP/training/cfg/stage1.json
create mode 100644 training/training_scripts/NN_Filtering_HOP/training/cfg/training_default.json
create mode 100644 training/training_scripts/NN_Filtering_HOP/training/dataset.py
create mode 100644 training/training_scripts/NN_Filtering_HOP/training/logger.py
create mode 100644 training/training_scripts/NN_Filtering_HOP/training/main.py
create mode 100644 training/training_scripts/NN_Filtering_HOP/training/trainer.py
diff --git a/.gitignore b/.gitignore
index dd1a31d8bf..46a6a1d0e1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -20,3 +20,4 @@ deploy
cmake-build-*/
__pycache__/
NCTM/
+CMakeLists.txt.user
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 6500b68903..9b050a4c8f 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -41,7 +41,7 @@ if( CMAKE_COMPILER_IS_GNUCC )
endif()
# set c++14
-set( CMAKE_CXX_STANDARD 14 )
+set( CMAKE_CXX_STANDARD 17 )
set( CMAKE_CXX_STANDARD_REQUIRED ON )
# compile everything position independent (even static libraries)
diff --git a/dev_notes_hop.md b/dev_notes_hop.md
new file mode 100644
index 0000000000..82894162a1
--- /dev/null
+++ b/dev_notes_hop.md
@@ -0,0 +1,91 @@
+## Schedule
+### 1- extract VTM data for intra training. (1 week)
+ - can be started now
+ - extract json, YUV, md5 etc.
+
+### 2- train intra model (2 weeks)
+ - need a first working training script
+
+### 3- validate intra model
+ - need a first working NNVC-5.0 VTM (only for intra frame)
+ -
+
+## Software structure
+### Main classes
+
+- NNFilterHOP
+```C
+class NNFilterHOP {
+ init: call once
+ filter: call with prms to filter the whole picture
+ filterBlock: call per block. results in a CPelUnitBuf (storage own by the class NNFilterHOP). No scaling done, output on 14 bits (log2OutputScale)
+ scaleResidualBlock: from filtered block + scale, put results in tgt
+ signal2parameters: transform parameters read in slice header into parameters used to filter the whole picture
+};
+```
+- EncNNFilterHOP
+```C
+class EncNNFilterHOP {
+ chooseParameters: perform the RDO to get the best parameters
+
+};
+```
+
+- encoder algorithm
+```C
+compressGOP() {
+ ...
+#if NN_HOP_UNIFIED
+ if (pcSlice->getSPS()->getNnlfHOPEnabledFlag()) {
+ m_nnfilterHOP.initCabac( m_pcEncLib->getCABACEncoder(), m_pcEncLib->getCtxCache(), *pcSlice);
+ auto prms=m_nnfilterHOP.chooseParameters(*pcPic);
+ pcSlice->setNNlfHOPParameters(prms);
+ auto pic_prms=m_nnfilterHOP.signal2parameters(*pcPic,prms);
+ m_nnfilterHOP.filter(*pcPic,pic_prms,pcPic->getRecoBuf(false));
+ }
+#endif
+```
+
+- NNFilterHOP::PictureParameters
+```C
+struct PictureParameters {
+ int block_size;
+ int extension;
+ int nb_blocks_width;
+ int nb_blocks_height;
+ std::vector<int> qpoffset;
+ std::vector<int> scale[MAX_NUM_CHANNEL_TYPE]; // 0 means no filtering
+};
+```
+
+- NNFilterHOP::SliceParameters
+```C
+struct SliceParameters {
+ int block_size_idx;
+ int qpoffset_idx;
+ int scale_idx; // -1 means signaled scale
+ int scaleCustom[3];
+};
+```
+
+- CABAC write/readNNlfHOPParameters:
+ currently very simple signaling
+ static const CtxSet nnlfHopParams; prepare for siglaing contexts.
+
+### Algorithms
+- rdo: currently very simple, to be enriched with what was decided in table 2 of AD0380
+- signaling: data in SliceParameters are transmitted. To be enriched (for example on/off per CTU) with what was decided in table 2 of AD0380
+- signal2parameters: transformed the signaled parameters into generic parameters to filter the whole frame.
+
+
+### Model
+- model inputs: see NNFilterHOP::filterBlock to see model inputs and inputs quantizers.
+ - assume input in SADL as quantizer >=10 (because perform a left shift)
+ - assume output in SADL as quantizer <=14 (because perform a right shift)
+- model output: the 6 data plan (4Y and UV) are unshuffled in C++ side (see NNFilterHOP.cpp:extractOutputs)
+
+
+### Other changes
+ - pass to C++-17 (aligned with VTM, simplify generic code for int16/float handling)
+ - added some const in prepareInputs
+
diff --git a/models/post_filter/overfitted_models.json b/models/post_filter/overfitted_models.json
index 5e0c5c8b23..29ce68c03d 100644
--- a/models/post_filter/overfitted_models.json
+++ b/models/post_filter/overfitted_models.json
@@ -1,3 +1,163 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e3d1f834a56194fba72e241ede2cb1e073c424f9e5d3c020f6f8c31ae1df7a96
-size 2074
+{
+ "A1_CampfireParty": {
+ "22": 2,
+ "27": 3,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "A1_FoodMarket": {
+ "22": 2,
+ "27": 2,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "A1_Tango": {
+ "22": 2,
+ "27": 2,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "A2_CatRobot": {
+ "22": 2,
+ "27": 3,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "A2_DaylightRoad": {
+ "22": 0,
+ "27": 3,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "A2_ParkRunning": {
+ "22": 2,
+ "27": 2,
+ "32": 2,
+ "37": 2,
+ "42": 3
+ },
+ "B_BQTerrace": {
+ "22": 2,
+ "27": 2,
+ "32": 2,
+ "37": 3,
+ "42": 3
+ },
+ "B_BasketBallDrive": {
+ "22": 2,
+ "27": 0,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "B_Cactus": {
+ "22": 0,
+ "27": 0,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "B_MarketPlace": {
+ "22": 0,
+ "27": 3,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "B_RitualDance": {
+ "22": 2,
+ "27": 3,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "C_BQMall": {
+ "22": 2,
+ "27": 2,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "C_BasketballDrill": {
+ "22": 2,
+ "27": 2,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "C_PartyScene": {
+ "22": 2,
+ "27": 2,
+ "32": 2,
+ "37": 3,
+ "42": 3
+ },
+ "C_RaceHorses_big": {
+ "22": 0,
+ "27": 3,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "D_BQSquare": {
+ "22": 2,
+ "27": 2,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "D_BasketBallPass": {
+ "22": 2,
+ "27": 2,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "D_BlowingBubbles": {
+ "22": 2,
+ "27": 2,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "D_RaceHorses_s": {
+ "22": 2,
+ "27": 3,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "F_ArenaOfValor": {
+ "22": 3,
+ "27": 3,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "F_BBDrillText": {
+ "22": 2,
+ "27": 2,
+ "32": 2,
+ "37": 3,
+ "42": 3
+ },
+ "F_SlideEditing": {
+ "22": 2,
+ "27": 2,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ },
+ "F_SlideShow": {
+ "22": 3,
+ "27": 3,
+ "32": 3,
+ "37": 3,
+ "42": 3
+ }
+}
diff --git a/source/App/DecoderApp/DecApp.cpp b/source/App/DecoderApp/DecApp.cpp
index a4d7480a95..953285655e 100644
--- a/source/App/DecoderApp/DecApp.cpp
+++ b/source/App/DecoderApp/DecApp.cpp
@@ -646,7 +646,9 @@ void DecApp::xCreateDecLib()
#endif
);
m_cDecLib.setDecodedPictureHashSEIEnabled(m_decodedPictureHashSEIEnabled);
-
+#if NN_HOP_UNIFIED
+ m_cDecLib.setNnlfHOPModelName(m_NnlfHOPModelName);
+#endif
#if NN_FILTERING_SET_0
m_cDecLib.setModelPath(m_ModelPath);
#endif
diff --git a/source/App/DecoderApp/DecAppCfg.cpp b/source/App/DecoderApp/DecAppCfg.cpp
index 23f6143ac5..d0e33cbdf1 100644
--- a/source/App/DecoderApp/DecAppCfg.cpp
+++ b/source/App/DecoderApp/DecAppCfg.cpp
@@ -80,7 +80,11 @@ bool DecAppCfg::parseCfg( int argc, char* argv[] )
#if NNVC_DUMP_DATA
("DumpBasename", m_dumpBasename, string(""), "basename for data dumping\n")
#endif
-
+#if NN_HOP_UNIFIED
+ ("HOPModelName", m_NnlfHOPModelName, string("models/nnlf_hop_model_int16.sadl"), "HOP model filename\n")
+#endif
+
+
#if NN_FILTERING_SET_0
("ModelPath,-mp", m_ModelPath, default_model_path, "model path\n")
#endif
diff --git a/source/App/DecoderApp/DecAppCfg.h b/source/App/DecoderApp/DecAppCfg.h
index 42f8c7f0bf..5d3b831daf 100644
--- a/source/App/DecoderApp/DecAppCfg.h
+++ b/source/App/DecoderApp/DecAppCfg.h
@@ -58,6 +58,9 @@ class DecAppCfg
protected:
std::string m_bitstreamFileName; ///< input bitstream file name
std::string m_reconFileName; ///< output reconstruction file name
+#if NN_HOP_UNIFIED
+ std::string m_NnlfHOPModelName;
+#endif
#if NN_FILTERING_SET_0
std::string m_ModelPath; ///< model path
#endif
diff --git a/source/App/EncoderApp/EncAppCfg.cpp b/source/App/EncoderApp/EncAppCfg.cpp
index dfbd0fbabb..b8d1905dba 100644
--- a/source/App/EncoderApp/EncAppCfg.cpp
+++ b/source/App/EncoderApp/EncAppCfg.cpp
@@ -1159,7 +1159,7 @@ bool EncAppCfg::parseCfg( int argc, char* argv[] )
("GolombRiceParameterAdaptation", m_persistentRiceAdaptationEnabledFlag, false, "Enable the adaptation of the Golomb-Rice parameter over the course of each slice")
("AlignCABACBeforeBypass", m_cabacBypassAlignmentEnabledFlag, false, "Align the CABAC engine to a defined fraction of a bit prior to coding bypass data. Must be 1 in high bit rate profile, 0 otherwise")
#if NN_COMMON_SPS
- ("NnlfOption", m_nnlfOption, 0, "NN-based in-loop filter option (0:disable nnlf, 1: enable nnlf-0, 2: enable nnlf-1, 3: enable nnlf-LC)")
+ ("NnlfOption", m_nnlfOption, 0, "NN-based in-loop filter option (0:disable nnlf, 1: enable nnlf-0, 2: enable nnlf-1, 3: enable nnlf-LC, 4: HOP nnlf)")
#endif
("SAO", m_bUseSAO, true, "Enable Sample Adaptive Offset")
("TestSAODisableAtPictureLevel", m_bTestSAODisableAtPictureLevel, false, "Enables the testing of disabling SAO at the picture level after having analysed all blocks")
@@ -1447,7 +1447,7 @@ bool EncAppCfg::parseCfg( int argc, char* argv[] )
#else
( "NnlfSet1MaxNumParams", m_nnlfSet1MaxNumParams, 3u, "Number of conditional parameters of NN-based loop filter set 1" )
#endif
-#if JVET_AC0089_COMBINE_INTRA_INTER
+#if JVET_AC0089_COMBINE_INTRA_INTER
( "NnlfSet1InterLumaModel", m_nnlfSet1InterLumaModelName, string("models/NnlfSet1_CombinedIntraInter/NnlfSet1_LumaCNNFilter_int16.sadl"), "NnlfSet1 luma model name")
( "NnlfSet1InterChromaModel", m_nnlfSet1InterChromaModelName, string("models/NnlfSet1_CombinedIntraInter/NnlfSet1_ChromaCNNFilter_int16.sadl"), "NnlfSet1 chroma model name")
( "NnlfSet1IntraLumaModel", m_nnlfSet1IntraLumaModelName, string("models/NnlfSet1_CombinedIntraInter/NnlfSet1_LumaCNNFilter_int16.sadl"), "NnlfSet1 luma model name")
@@ -2456,7 +2456,7 @@ bool EncAppCfg::parseCfg( int argc, char* argv[] )
}
#if NN_COMMON_SPS
- CHECK(m_nnlfOption != 0 && m_nnlfOption != 1 && m_nnlfOption != 2 && m_nnlfOption != 3, "Undefined NN-based in-loop filter option");
+ CHECK(m_nnlfOption <0 || m_nnlfOption >4 , "Undefined NN-based in-loop filter option");
#if NN_FILTERING_SET_0
m_nnlfSet0 = true;
#endif
@@ -4252,6 +4252,9 @@ void EncAppCfg::xPrintParameter()
#if NN_FILTERING_SET_LC
msg( VERBOSE, "NnlfSetLC:%d ", m_nnlfSetLC?1:0);
#endif
+#if NN_HOP_UNIFIED
+ msg( VERBOSE, "NnlfHOP:%d ", (m_nnlfOption==4));
+#endif
#if JVET_AB0068_AC0328_NNLF_RDO
msg( VERBOSE, "EncNnlfOpt:%d ", m_encNnlfOpt ? 1 : 0);
#endif
diff --git a/source/Lib/CommonLib/Common.h b/source/Lib/CommonLib/Common.h
index 9d30b8393e..eed0fa100f 100644
--- a/source/Lib/CommonLib/Common.h
+++ b/source/Lib/CommonLib/Common.h
@@ -120,7 +120,7 @@ struct UnitScale
namespace std
{
template <>
- struct hash<Position> : public unary_function<Position, uint64_t>
+ struct hash<Position>
{
uint64_t operator()(const Position& value) const
{
@@ -129,7 +129,7 @@ namespace std
};
template <>
- struct hash<Size> : public unary_function<Size, uint64_t>
+ struct hash<Size>
{
uint64_t operator()(const Size& value) const
{
diff --git a/source/Lib/CommonLib/Contexts.cpp b/source/Lib/CommonLib/Contexts.cpp
index 8cb56bc500..f2a0eee325 100644
--- a/source/Lib/CommonLib/Contexts.cpp
+++ b/source/Lib/CommonLib/Contexts.cpp
@@ -805,6 +805,16 @@ const CtxSet ContextSetCfg::ctbAlfFlag = ContextSetCfg::addCtxSet
{ 0, 0, 0, 4, 0, 0, 1, 0, 0, },
});
+#if NN_HOP_UNIFIED
+const CtxSet ContextSetCfg::nnlfHopParams = ContextSetCfg::addCtxSet
+({
+ { 33, },
+ { 13, },
+ { 62, },
+ { 0, },
+});
+#endif
+
#if NN_FILTERING_SET_0
const CtxSet ContextSetCfg::ctbCnnlfFlag =
{
diff --git a/source/Lib/CommonLib/Contexts.h b/source/Lib/CommonLib/Contexts.h
index 1f6814389b..f117b1c069 100644
--- a/source/Lib/CommonLib/Contexts.h
+++ b/source/Lib/CommonLib/Contexts.h
@@ -263,6 +263,9 @@ public:
static const CtxSet ChromaQpAdjIdc;
static const CtxSet ImvFlag;
static const CtxSet BcwIdx;
+#if NN_HOP_UNIFIED
+ static const CtxSet nnlfHopParams;
+#endif
#if NN_FILTERING_SET_0
static const CtxSet ctbCnnlfFlag;
#endif
diff --git a/source/Lib/CommonLib/Mv.h b/source/Lib/CommonLib/Mv.h
index 6ac57e1a9b..74d10c8d92 100644
--- a/source/Lib/CommonLib/Mv.h
+++ b/source/Lib/CommonLib/Mv.h
@@ -273,7 +273,7 @@ public:
namespace std
{
template <>
- struct hash<Mv> : public unary_function<Mv, uint64_t>
+ struct hash<Mv>
{
uint64_t operator()(const Mv& value) const
{
diff --git a/source/Lib/CommonLib/NNFilterHOP.cpp b/source/Lib/CommonLib/NNFilterHOP.cpp
new file mode 100644
index 0000000000..c56f6a5b34
--- /dev/null
+++ b/source/Lib/CommonLib/NNFilterHOP.cpp
@@ -0,0 +1,328 @@
+/* The copyright in this software is being made available under the BSD
+ * License, included below. This software may be subject to other third party
+ * and contributor rights, including patent rights, and no such rights are
+ * granted under this license.
+ *
+ * Copyright (c) 2010-2023, ITU/ISO/IEC
+ * All rights reserved.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions are met:
+ *
+ * * Redistributions of source code must retain the above copyright notice,
+ * this list of conditions and the following disclaimer.
+ * * Redistributions in binary form must reproduce the above copyright notice,
+ * this list of conditions and the following disclaimer in the documentation
+ * and/or other materials provided with the distribution.
+ * * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+ * be used to endorse or promote products derived from this software without
+ * specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+ * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+ * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+ * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+ * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+ * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+ * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+ * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+ * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+ * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+ * THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#include "NNFilterHOP.h"
+#include "NNInference.h"
+#include <sadl/model.h>
+using namespace std;
+
+// some constants
+static constexpr int log2InputQpScale = 6;
+static constexpr int log2InputIbpScale = 0;
+static constexpr int defaultInputSize = 128; // block size
+static constexpr int defaultBlockExt = 8;
+
+struct Input
+{
+ enum
+ {
+ Rec = 0,
+ Pred,
+ BS,
+ QPbase,
+ QPSlice,
+ IPB,
+ nbInputs
+ };
+};
+
+void NNFilterHOP::init(const std::string &filename, int picWidth, int picHeight, ChromaFormat format)
+{
+ ifstream file(filename, ios::binary);
+ if (!m_model)
+ {
+ m_model.reset(new sadl::Model<TypeSadl>());
+ if (!m_model->load(file))
+ {
+ cerr << "[ERROR] issue loading model NNFilterHOP " << filename << endl;
+ exit(-1);
+ }
+ }
+ // prepare inputs
+ m_inputs.resize(Input::nbInputs);
+ resizeInputs(defaultInputSize, defaultInputSize, defaultBlockExt, defaultBlockExt, defaultBlockExt, defaultBlockExt);
+ if (m_buf.Y().width != picWidth || m_buf.Y().height != picHeight)
+ {
+ m_buf.destroy();
+ m_filtered.destroy();
+ m_buf.create(format, Area(0, 0, picWidth, picHeight));
+ m_filtered.create(format, Area(0, 0, picWidth, picHeight));
+ }
+}
+
+NNFilterHOP::PictureParameters NNFilterHOP::signal2parameters(const Picture &pic, const SliceParameters &prms) const
+{
+ PictureParameters prmpic;
+ prmpic.block_size = block_sizes[prms.block_size_idx];
+ prmpic.extension = defaultBlockExt;
+
+ const CodingStructure &cs = *pic.cs;
+ const PreCalcValues &pcv = *cs.pcv;
+
+ prmpic.nb_blocks_height = (pcv.lumaHeight + prmpic.block_size - 1) / prmpic.block_size;
+ prmpic.nb_blocks_width = (pcv.lumaWidth + prmpic.block_size - 1) / prmpic.block_size;
+ for (int c = 0; c < MAX_NUM_COMPONENT; ++c)
+ {
+ prmpic.scale[c].resize(prmpic.nb_blocks_height * prmpic.nb_blocks_height);
+ if (prms.scale_idx >= 0)
+ {
+ for (auto &x: prmpic.scale[c])
+ x = scale_candidates[prms.scale_idx]; // to adapt here
+ }
+ else
+ {
+ for (auto &x: prmpic.scale[c])
+ x = prms.scaleCustom[c];
+ }
+ }
+ prmpic.qpoffset.resize(prmpic.nb_blocks_height * prmpic.nb_blocks_height);
+ fill(prmpic.qpoffset.begin(), prmpic.qpoffset.end(), qp_offsets[prms.qpoffset_idx]);
+
+ return prmpic;
+}
+
+// default is square block + extension
+void NNFilterHOP::resizeInputs(int width, int height, int extLeft, int extRight, int extTop, int extBottom)
+{
+ int sizeW = extLeft + width + extRight;
+ int sizeH = extTop + height + extBottom;
+ if (sizeH == m_blocksize[0] && sizeW == m_blocksize[1])
+ return;
+ m_blocksize[0] = sizeH;
+ m_blocksize[1] = sizeW;
+ // note: later QP inputs can be optimized to avoid some duplicate computation with a 1x1 input
+ m_inputs[Input::Rec].resize(sadl::Dimensions({ 1, sizeH, sizeW, 3 }));
+ m_inputs[Input::Pred].resize(sadl::Dimensions({ 1, sizeH, sizeW, 3 }));
+ m_inputs[Input::BS].resize(sadl::Dimensions({ 1, sizeH, sizeW, 3 }));
+ m_inputs[Input::QPbase].resize(sadl::Dimensions({ 1, sizeH, sizeW, 1 }));
+ m_inputs[Input::QPSlice].resize(sadl::Dimensions({ 1, sizeH, sizeW, 1 }));
+ m_inputs[Input::IPB].resize(sadl::Dimensions({ 1, sizeH, sizeW, 1 }));
+
+ if (!m_model->init(m_inputs))
+ {
+ cerr << "[ERROR] issue init model NNFilterHOP " << endl;
+ exit(-1);
+ }
+ m_input_quantizer = m_model->getInputsTemplate()[0].quantizer; // assume all image inputs have same quantizer
+}
+
+// bufDst: temporary buffer to store results
+// inferArea: area used for inference (include extension)
+template<typename T>
+static void extractOutputs(const Picture &pic, sadl::Model<T> &m, PelUnitBuf &bufDst, UnitArea inferArea, int extLeft,
+ int extRight, int extTop, int extBottom)
+{
+ const int log2InputBitdepth = pic.cs->slice->clpRng(COMPONENT_Y).bd; // internal bitdepth
+ auto output = m.result(0);
+ const int q_output_sadl = output.quantizer;
+ const int shiftInput = NNFilterHOP::log2OutputScale - log2InputBitdepth;
+ const int shiftOutput = NNFilterHOP::log2OutputScale - q_output_sadl;
+ assert(shiftInput >= 0);
+ assert(shiftOutput >= 0);
+
+ const int width = bufDst.Y().width;
+ const int height = bufDst.Y().height;
+ PelBuf &bufDstY = bufDst.get(COMPONENT_Y);
+ CPelBuf bufRecY = pic.getRecoBuf(inferArea).get(COMPONENT_Y);
+
+ for (int c = 0; c < 4; ++c) // unshuffle on C++ side
+ {
+ for (int y = 0; y < height / 2; ++y)
+ {
+ for (int x = 0; x < width / 2; ++x)
+ {
+ int yy = (y * 2) + c / 2;
+ int xx = (x * 2) + c % 2;
+ if (xx < extLeft || yy < extTop || xx >= width - extRight || yy >= height - extBottom)
+ {
+ continue;
+ }
+
+ int out;
+ if constexpr (std::is_same<TypeSadl, float>::value)
+ {
+ out = ((output(0, y, x, c) << shiftOutput) + (bufRecY.at(xx, yy) << shiftInput));
+ }
+ else
+ {
+ out = round((output(0, y, x, c) * (1 << shiftOutput) + (float) bufRecY.at(xx, yy) * (1 << shiftInput)));
+ }
+
+ bufDstY.at(xx, yy) = Pel(Clip3<int>(0, (1 << NNFilterHOP::log2OutputScale) - 1, out));
+ }
+ }
+ }
+
+ PelBuf &bufDstCb = bufDst.get(COMPONENT_Cb);
+ PelBuf &bufDstCr = bufDst.get(COMPONENT_Cr);
+ CPelBuf bufRecCb = pic.getRecoBuf(inferArea).get(COMPONENT_Cb);
+ CPelBuf bufRecCr = pic.getRecoBuf(inferArea).get(COMPONENT_Cr);
+
+ for (int y = 0; y < height / 2; ++y)
+ {
+ for (int x = 0; x < width / 2; ++x)
+ {
+ if (x < extLeft / 2 || y < extTop / 2 || x >= width / 2 - extRight / 2 || y >= height / 2 - extBottom / 2)
+ {
+ continue;
+ }
+
+ int outCb;
+ int outCr;
+ if constexpr (std::is_same<TypeSadl, float>::value)
+ {
+ outCb = (output(0, y, x, 4) << shiftOutput + (bufRecCb.at(x, y) << shiftInput));
+ outCr = (output(0, y, x, 5) << shiftOutput + (bufRecCr.at(x, y) << shiftInput));
+ }
+ else
+ {
+ outCb = round(output(0, y, x, 4) * (1 << shiftOutput) + (float) bufRecCb.at(x, y) * (1 << shiftInput));
+ outCr = round(output(0, y, x, 5) * (1 << shiftOutput) + (float) bufRecCr.at(x, y) * (1 << shiftInput));
+ }
+
+ bufDstCb.at(x, y) = Pel(Clip3<int>(0, (1 << NNFilterHOP::log2OutputScale) - 1, outCb));
+ bufDstCr.at(x, y) = Pel(Clip3<int>(0, (1 << NNFilterHOP::log2OutputScale) - 1, outCr));
+ }
+ }
+}
+
+CPelUnitBuf NNFilterHOP::filterBlock(const Picture &pic, UnitArea inferArea, int extLeft, int extRight, int extTop,
+ int extBottom, int qpOffset)
+{
+ // get model
+ auto &model = *m_model;
+ int seqQp = pic.slices[0]->getPPS()->getPicInitQPMinus26() + 26;
+ int sliceQp = pic.slices[0]->getSliceQp();
+ int qp = seqQp + qpOffset;
+ resizeInputs(inferArea.Y().width, inferArea.Y().height, extLeft, extRight, extTop, extBottom);
+
+ const int log2InputBitdepth = pic.cs->slice->clpRng(COMPONENT_Y).bd; // internal bitdepth
+ const double inputScalePred = (1 << log2InputBitdepth);
+ const double inputScaleQp = (1 << log2InputQpScale);
+ const double inputScaleIpb = (1 << log2InputIbpScale);
+
+ std::vector<InputData> listInputData;
+ listInputData.push_back({ NN_INPUT_REC, 0, inputScalePred, m_input_quantizer - log2InputBitdepth, true, true });
+ listInputData.push_back({ NN_INPUT_PRED, 1, inputScalePred, m_input_quantizer - log2InputBitdepth, true, true });
+ listInputData.push_back({ NN_INPUT_BS, 2, inputScalePred, m_input_quantizer - log2InputBitdepth, true, true });
+ listInputData.push_back({ NN_INPUT_GLOBAL_QP, 3, inputScaleQp, m_input_quantizer - log2InputQpScale, true, false });
+ listInputData.push_back({ NN_INPUT_LOCAL_QP, 4, inputScaleQp, m_input_quantizer - log2InputQpScale, true, false });
+ listInputData.push_back({ NN_INPUT_IPB, 5, inputScaleIpb, m_input_quantizer - log2InputIbpScale, true, false });
+ NNInference::prepareInputs<TypeSadl>(&pic, inferArea, m_inputs, qp, sliceQp, -1 /* sliceType */, listInputData);
+
+ NNInference::infer<TypeSadl>(model, m_inputs);
+
+ PelUnitBuf bufDst = m_buf.getBuf(inferArea);
+
+ extractOutputs(pic, model, bufDst, inferArea, extLeft, extRight, extTop, extBottom);
+
+ return static_cast<const PelStorage &>(m_buf).getBuf(inferArea);
+}
+
+CPelUnitBuf NNFilterHOP::filter(const Picture &pic, const PictureParameters &prms)
+{
+ filter(pic, prms, m_filtered);
+ return m_filtered;
+}
+
+void NNFilterHOP::filter(const Picture &pic, const PictureParameters &prms, PelUnitBuf tgt)
+{
+ const CodingStructure &cs = *pic.cs;
+ const PreCalcValues &pcv = *cs.pcv;
+
+ int cpt = 0;
+ for (int y = 0; y < prms.nb_blocks_height; ++y)
+ for (int x = 0; x < prms.nb_blocks_width; ++x, ++cpt)
+ {
+ if (prms.scale[0][cpt] == 0 && prms.scale[1][cpt] == 0 && prms.scale[2][cpt] == 0)
+ continue;
+
+ int xPos = x * prms.block_size;
+ int yPos = y * prms.block_size;
+ int width = (xPos + prms.block_size > pcv.lumaWidth) ? (pcv.lumaWidth - xPos) : prms.block_size;
+ int height = (yPos + prms.block_size > pcv.lumaHeight) ? (pcv.lumaHeight - yPos) : prms.block_size;
+
+ int extLeft = xPos > 0 ? prms.extension : 0;
+ int extRight = (xPos + width + prms.extension > pcv.lumaWidth) ? (pcv.lumaWidth - xPos - width) : prms.extension;
+ int extTop = yPos > 0 ? prms.extension : 0;
+ int extBottom =
+ (yPos + height + prms.extension > pcv.lumaHeight) ? (pcv.lumaHeight - yPos - height) : prms.extension;
+
+ int extXPos = xPos - extLeft;
+ int extYPos = yPos - extTop;
+ int extWidth = width + extLeft + extRight;
+ int extHeight = height + extTop + extBottom;
+ const UnitArea inferArea(cs.area.chromaFormat, Area(extXPos, extYPos, extWidth, extHeight));
+
+ auto filtered = filterBlock(pic, inferArea, extLeft, extRight, extTop, extBottom, prms.qpoffset[cpt]);
+ for (int c = 0; c < MAX_NUM_CHANNEL_TYPE; ++c)
+ {
+ if (prms.scale[c][cpt])
+ {
+ const UnitArea inferAreaNoExt(cs.area.chromaFormat, Area(xPos, yPos, width, height));
+ PelBuf tgtb = tgt.subBuf(inferAreaNoExt).get(ComponentID(c));
+ scaleResidualBlock(pic, ComponentID(c), inferAreaNoExt, filtered.get(ComponentID(c)), tgtb,
+ prms.scale[c][cpt]);
+ }
+ }
+ }
+}
+
+void NNFilterHOP::scaleResidualBlock(const Picture &pic, ComponentID compID, UnitArea inferAreaNoExt, CPelBuf src,
+ PelBuf tgt, int scale) const
+{
+ const CodingStructure &cs = *pic.cs;
+ const Slice &slice = *cs.slice;
+ const int log2InputBitdepth = slice.clpRng(COMPONENT_Y).bd; // internal bitdepth
+ const int shift = log2OutputScale - log2InputBitdepth;
+ const int shift2 = shift + log2ResidueScale;
+ const int offset = (1 << shift2) / 2;
+ CPelBuf rec = pic.getRecoBuf(inferAreaNoExt).get(compID);
+ int width = inferAreaNoExt.lwidth();
+ int height = inferAreaNoExt.lheight();
+
+ if (compID)
+ {
+ width = width / 2;
+ height = height / 2;
+ }
+
+ for (int y = 0; y < height; ++y)
+ {
+ for (int x = 0; x < width; ++x)
+ {
+ int v = (((int) rec.at(x, y) << shift2) + (src.at(x, y) - (rec.at(x, y) << shift)) * scale + offset) >> shift2;
+ tgt.at(x, y) = Pel(Clip3<int>(0, (1 << log2InputBitdepth) - 1, v));
+ }
+ }
+}
diff --git a/source/Lib/CommonLib/NNFilterHOP.h b/source/Lib/CommonLib/NNFilterHOP.h
new file mode 100644
index 0000000000..682e489973
--- /dev/null
+++ b/source/Lib/CommonLib/NNFilterHOP.h
@@ -0,0 +1,104 @@
+/* The copyright in this software is being made available under the BSD
+ * License, included below. This software may be subject to other third party
+ * and contributor rights, including patent rights, and no such rights are
+ * granted under this license.
+ *
+ * Copyright (c) 2010-2023, ITU/ISO/IEC
+ * All rights reserved.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions are met:
+ *
+ * * Redistributions of source code must retain the above copyright notice,
+ * this list of conditions and the following disclaimer.
+ * * Redistributions in binary form must reproduce the above copyright notice,
+ * this list of conditions and the following disclaimer in the documentation
+ * and/or other materials provided with the distribution.
+ * * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+ * be used to endorse or promote products derived from this software without
+ * specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+ * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+ * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+ * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+ * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+ * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+ * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+ * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+ * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+ * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+ * THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#pragma once
+
+#include "CommonDef.h"
+#include "Unit.h"
+// fwd
+struct Picture;
+struct PelStorage;
+namespace sadl
+{
+ template<typename T> class Model;
+ template<typename T> class Tensor;
+} // namespace sadl
+
+
+
+class NNFilterHOP
+{
+public:
+ static constexpr int log2ResidueScale = 8;
+ static constexpr int log2OutputScale = 10 + 4;
+ static constexpr int max_scale=(1<<log2ResidueScale);
+
+ // parameters used to filter the picture
+ struct PictureParameters
+ {
+ int block_size;
+ int extension;
+ int nb_blocks_width;
+ int nb_blocks_height;
+ std::vector<int> qpoffset;
+ std::vector<int> scale[3]; // 0 means no filtering
+ };
+
+ // parameters signaled
+ static constexpr int scale_candidates[4] = { 0, max_scale, (max_scale + (max_scale << 1)) >> 2, max_scale >> 1 };
+ static constexpr int qp_offsets[]={0,-5,5};
+ static constexpr int block_sizes[]={128,256};
+ struct SliceParameters {
+ int block_size_idx;
+ int qpoffset_idx;
+ int scale_idx; // -1 means signaled scale
+ int scaleCustom[3];
+ };
+
+ PictureParameters signal2parameters(const Picture &pic,const SliceParameters &prms) const;
+
+
+ void init(const std::string &filename, int picWidth, int picHeight, ChromaFormat format);
+
+ // filter the whole picture with prms
+ CPelUnitBuf filter(const Picture &pic, const PictureParameters &prms);
+ void filter(const Picture &pic, const PictureParameters &prms, PelUnitBuf tgt);
+
+
+ // just filter the block, output on log2OutputScale bits
+ CPelUnitBuf filterBlock(const Picture &pic, UnitArea inferArea, int extLeft, int extRight, int extTop, int extBottom,
+ int qpoffset);
+
+ // put scaled res+rec in tgt from the filtered src
+ void scaleResidualBlock(const Picture &pic, ComponentID compID, UnitArea inferArea, CPelBuf src, PelBuf tgt,
+ int scale) const;
+
+private:
+ int m_blocksize[2]; // current inputs size
+ int m_input_quantizer = 0;
+ void resizeInputs(int width, int height, int extLeft, int extRight, int extTop, int extBottom);
+ std::unique_ptr<sadl::Model<TypeSadl>> m_model;
+ std::vector<sadl::Tensor<TypeSadl>> m_inputs;
+ PelStorage m_buf;
+ PelStorage m_filtered;
+};
diff --git a/source/Lib/CommonLib/NNFilterSet0.cpp b/source/Lib/CommonLib/NNFilterSet0.cpp
index 4ebe3ec3ca..f03e4a5815 100644
--- a/source/Lib/CommonLib/NNFilterSet0.cpp
+++ b/source/Lib/CommonLib/NNFilterSet0.cpp
@@ -368,7 +368,7 @@ void NNFilterSet0::runCNNLF(Picture* pic, PelUnitBuf& cnnUnitBuf, const int base
listInputData.push_back(inputSliceType);
const UnitArea inferBlock(cs.area.chromaFormat, Area(st_w, st_h, actualPatchSizeW, actualPatchSizeH));
initPatch(actualPatchSizeW, actualPatchSizeH);
- NNInference::prepareInputs<TypeSadl>(pic, inferBlock, m_Input, baseQPFinal, sliceQp, slice_type, listInputData);
+ NNInference::prepareInputs<TypeSadl>(static_cast<const Picture *>(pic), inferBlock, m_Input, baseQPFinal, sliceQp, slice_type, listInputData);
NNInference::infer<TypeSadl>(*m_Module, m_Input);
// extract the results
diff --git a/source/Lib/CommonLib/NNFilterSet1.cpp b/source/Lib/CommonLib/NNFilterSet1.cpp
index 9dc7bb3fc7..f7682b5043 100644
--- a/source/Lib/CommonLib/NNFilterSet1.cpp
+++ b/source/Lib/CommonLib/NNFilterSet1.cpp
@@ -634,7 +634,7 @@ void NNFilterSet1::cnnFilterChromaBlock(Picture* pic, UnitArea inferArea, int ex
}
#endif
- NNInference::prepareInputs<T>(pic, inferArea, inputs, -1, qp, -1, listInputData);
+ NNInference::prepareInputs<T>(static_cast<const Picture *>(pic), inferArea, inputs, -1, qp, -1, listInputData);
NNInference::infer<T>(model, inputs);
// get outputs
diff --git a/source/Lib/CommonLib/NNInference.h b/source/Lib/CommonLib/NNInference.h
index dd9522d09f..6afb85d783 100644
--- a/source/Lib/CommonLib/NNInference.h
+++ b/source/Lib/CommonLib/NNInference.h
@@ -64,9 +64,9 @@ class NNInference
{
public:
template<typename T>
- static void fillInputFromBuf (Picture* pic, UnitArea inferArea, sadl::Tensor<T> &input, PelUnitBuf buf, bool luma, bool chroma, double scale, int shift)
+ static void fillInputFromBuf (const Picture* pic, UnitArea inferArea, sadl::Tensor<T> &input, CPelUnitBuf buf, bool luma, bool chroma, double scale, int shift)
{
- PelBuf bufY, bufCb, bufCr;
+ CPelBuf bufY, bufCb, bufCr;
if (luma)
{
@@ -141,9 +141,9 @@ public:
x = flip ? hor - 1 - x : x;
}
template<typename T>
- static void fillInputFromBuf (Picture* pic, UnitArea inferArea, sadl::Tensor<T> &input, PelUnitBuf buf, bool luma, bool chroma, double scale, int shift, bool flip)
+ static void fillInputFromBuf (const Picture* pic, UnitArea inferArea, sadl::Tensor<T> &input, CPelUnitBuf buf, bool luma, bool chroma, double scale, int shift, bool flip)
{
- PelBuf bufY, bufCb, bufCr;
+ CPelBuf bufY, bufCb, bufCr;
if (luma)
{
@@ -220,7 +220,7 @@ public:
}
#endif
template<typename T>
- static void fillInputFromConstant (Picture* pic, UnitArea inferArea, sadl::Tensor<T> &input, int c, bool luma, double scale, int shift)
+ static void fillInputFromConstant (const Picture* pic, UnitArea inferArea, sadl::Tensor<T> &input, int c, bool luma, double scale, int shift)
{
int hor, ver;
if (luma)
@@ -254,10 +254,10 @@ public:
#if JVET_AC0089_COMBINE_INTRA_INTER
template<typename T>
- static void fillInputFromBufIpb(Picture *pic, UnitArea inferArea, sadl::Tensor<T> &input, PelUnitBuf buf, bool luma,
+ static void fillInputFromBufIpb(const Picture *pic, UnitArea inferArea, sadl::Tensor<T> &input, CPelUnitBuf buf, bool luma,
bool chroma, double scale, int shift)
{
- PelBuf bufY, bufCb, bufCr;
+ CPelBuf bufY, bufCb, bufCr;
if (luma)
{
@@ -328,10 +328,10 @@ public:
}
#if JVET_AC0177_FLIP_INPUT
template<typename T>
- static void fillInputFromBufIpb(Picture *pic, UnitArea inferArea, sadl::Tensor<T> &input, PelUnitBuf buf, bool luma,
+ static void fillInputFromBufIpb(const Picture *pic, UnitArea inferArea, sadl::Tensor<T> &input, CPelUnitBuf buf, bool luma,
bool chroma, double scale, int shift, bool flip)
{
- PelBuf bufY, bufCb, bufCr;
+ CPelBuf bufY, bufCb, bufCr;
if (luma)
{
@@ -410,7 +410,7 @@ public:
#endif
template<typename T>
- static void prepareInputs (Picture* pic, UnitArea inferArea, std::vector<sadl::Tensor<T>> &inputs, int globalQp, int localQp, int sliceType, const std::vector<InputData> &listInputData)
+ static void prepareInputs (const Picture* pic, UnitArea inferArea, std::vector<sadl::Tensor<T>> &inputs, int globalQp, int localQp, int sliceType, const std::vector<InputData> &listInputData)
{
for (auto inputData : listInputData)
{
@@ -460,7 +460,7 @@ public:
}
#if JVET_AC0177_FLIP_INPUT
template<typename T>
- static void prepareInputs (Picture* pic, UnitArea inferArea, std::vector<sadl::Tensor<T>> &inputs, int globalQp, int localQp, int sliceType, const std::vector<InputData> &listInputData, bool flip)
+ static void prepareInputs (const Picture* pic, UnitArea inferArea, std::vector<sadl::Tensor<T>> &inputs, int globalQp, int localQp, int sliceType, const std::vector<InputData> &listInputData, bool flip)
{
for (auto inputData : listInputData)
{
diff --git a/source/Lib/CommonLib/Slice.h b/source/Lib/CommonLib/Slice.h
index edeed538f6..d9d017070f 100644
--- a/source/Lib/CommonLib/Slice.h
+++ b/source/Lib/CommonLib/Slice.h
@@ -53,6 +53,10 @@
//! \ingroup CommonLib
//! \{
#include "CommonLib/MotionInfo.h"
+#if NN_HOP_UNIFIED
+#include "CommonLib/NNFilterHOP.h"
+#endif
+
struct MotionInfo;
@@ -1757,14 +1761,15 @@ public:
void setSAOEnabledFlag(bool bVal) { m_saoEnabledFlag = bVal; }
bool getSAOEnabledFlag() const { return m_saoEnabledFlag; }
-
#if NN_COMMON_SPS
bool getNnlfEnabledFlag() const { return m_nnlfEnabledFlag; }
void setNnlfEnabledFlag(bool b) { m_nnlfEnabledFlag = b; }
uint32_t getNnlfSet() const { return m_nnlfSet; }
void setNnlfSet(uint32_t ui) { m_nnlfSet = ui; }
#endif
-
+#if NN_HOP_UNIFIED
+ bool getNnlfHOPEnabledFlag() const { return m_nnlfSet == 4; }
+#endif
#if NN_FILTERING_SET_0
bool getNnlfSet0EnabledFlag() const { return m_nnlfSet0EnabledFlag; }
void setNnlfSet0EnabledFlag(bool b) { m_nnlfSet0EnabledFlag = b; }
@@ -2671,6 +2676,10 @@ class Slice
private:
// Bitstream writing
bool m_saoEnabledFlag[MAX_NUM_CHANNEL_TYPE];
+#if NN_HOP_UNIFIED
+ NNFilterHOP::SliceParameters m_nnlfhop_param;
+#endif
+
#if NN_FILTERING_SET_1
uint8_t m_nnlfSet1Mode[MAX_NUM_CHANNEL_TYPE]; // 0: slice off
NnlfSet1InferGranularity m_nnlfSet1InferGranularity[MAX_NUM_CHANNEL_TYPE];
@@ -2829,6 +2838,10 @@ public:
APS** getAlfAPSs() { return m_alfApss; }
void setSaoEnabledFlag(ChannelType chType, bool s) {m_saoEnabledFlag[chType] =s; }
bool getSaoEnabledFlag(ChannelType chType) const { return m_saoEnabledFlag[chType]; }
+#if NN_HOP_UNIFIED
+ void setNNlfHOPParameters(const NNFilterHOP::SliceParameters &prm) { m_nnlfhop_param = prm; }
+ const NNFilterHOP::SliceParameters getNNlfHopParameters() const { return m_nnlfhop_param; }
+#endif
#if NN_FILTERING_SET_1
void setNnlfSet1Mode(ChannelType chType, uint8_t m) {m_nnlfSet1Mode[chType] = m; }
uint8_t getNnlfSet1Mode(ChannelType chType) const { return m_nnlfSet1Mode[chType]; }
diff --git a/source/Lib/CommonLib/TypeDef.h b/source/Lib/CommonLib/TypeDef.h
index af9c12be50..3a70d37879 100644
--- a/source/Lib/CommonLib/TypeDef.h
+++ b/source/Lib/CommonLib/TypeDef.h
@@ -51,6 +51,10 @@
#include <cassert>
+#define NN_HOP_UNIFIED 1
+
+
+
#define JVET_AB0149_ACTIVATE_WRITER_BLOCK_STATS 0
// Below is the default set of macros for rate-distortion tests.
diff --git a/source/Lib/DecoderLib/CABACReader.cpp b/source/Lib/DecoderLib/CABACReader.cpp
index 46f10c6e57..1b1b4f645d 100644
--- a/source/Lib/DecoderLib/CABACReader.cpp
+++ b/source/Lib/DecoderLib/CABACReader.cpp
@@ -142,7 +142,11 @@ void CABACReader::coding_tree_unit( CodingStructure& cs, const UnitArea& area, i
cs.treeType = partitioner.treeType = TREE_D;
cs.modeType = partitioner.modeType = MODE_TYPE_ALL;
-
+#if NN_HOP_UNIFIED
+ if (cs.sps->getNnlfHOPEnabledFlag()) {
+ readNNlfHOPParameters(cs,ctuRsAddr);
+ }
+#endif
#if NN_FILTERING_SET_0
for (int compIdx = 0; compIdx < MAX_NUM_COMPONENT; compIdx++)
{
@@ -332,6 +336,26 @@ void CABACReader::coding_tree_unit( CodingStructure& cs, const UnitArea& area, i
}
+#if NN_HOP_UNIFIED
+void CABACReader::readNNlfHOPParameters(CodingStructure& cs,uint32_t ctuRsAddr){
+ // currently just a global set of global parameters
+ if (ctuRsAddr==0) {
+ NNFilterHOP::SliceParameters prms;
+ auto b=m_BinDecoder.decodeBinEP();
+ prms.block_size_idx=b;
+ b=m_BinDecoder.decodeBinEP();
+ if (!b) {
+ prms.qpoffset_idx=0;
+ } else {
+ prms.qpoffset_idx=1;
+ prms.qpoffset_idx+=m_BinDecoder.decodeBinEP();
+ }
+ prms.scale_idx=m_BinDecoder.decodeBinsEP(2);
+ cs.slice->setNNlfHOPParameters(prms);
+ }
+}
+#endif
+
#if NN_FILTERING_SET_0
void CABACReader::readCnnlfCtuEnableFlag(CodingStructure& cs, uint32_t ctuRsAddr, const int compIdx)
{
diff --git a/source/Lib/DecoderLib/CABACReader.h b/source/Lib/DecoderLib/CABACReader.h
index 6d9871e8df..ae0677f6cc 100644
--- a/source/Lib/DecoderLib/CABACReader.h
+++ b/source/Lib/DecoderLib/CABACReader.h
@@ -72,7 +72,9 @@ public:
#if NN_FILTERING_SET_0
void readCnnlfCtuEnableFlag(CodingStructure& cs, uint32_t ctuRsAddr, const int compIdx);
#endif
-
+#if NN_HOP_UNIFIED
+ void readNNlfHOPParameters(CodingStructure& cs,uint32_t ctuRsAddr);
+#endif
// sao (clause 7.3.8.3)
void sao ( CodingStructure& cs, unsigned ctuRsAddr );
diff --git a/source/Lib/DecoderLib/DecLib.cpp b/source/Lib/DecoderLib/DecLib.cpp
index fec65cd617..0e36996fca 100644
--- a/source/Lib/DecoderLib/DecLib.cpp
+++ b/source/Lib/DecoderLib/DecLib.cpp
@@ -58,6 +58,10 @@
#include "CommonLib/CodingStatistics.h"
#endif
+#if NN_HOP_UNIFIED
+#include <sadl/model.h>
+#endif
+
bool tryDecodePicture( Picture* pcEncPic, const int expectedPoc, const std::string& bitstreamFileName, ParameterSetMap<APS> *apsMap, bool bDecodeUntilPocFound /* = false */, int debugCTU /* = -1*/, int debugPOC /* = -1*/ )
{
int poc;
@@ -543,6 +547,7 @@ void DecLib::init(
m_cacheModel.clear( );
m_cInterPred.cacheAssign( &m_cacheModel );
#endif
+
DTRACE_UPDATE( g_trace_ctx, std::make_pair( "final", 1 ) );
}
@@ -705,6 +710,7 @@ void DecLib::executeLoopFilters()
m_pcPic->getRecBeforeDbfBuf().copyFrom(m_pcPic->getRecoBuf());
#endif
+
#if NN_FILTERING_SET_0
if (cs.sps->getNnlfSet0EnabledFlag())
{
@@ -727,6 +733,14 @@ void DecLib::executeLoopFilters()
#endif
//CNN filter
+#if NN_HOP_UNIFIED
+ if (cs.sps->getNnlfHOPEnabledFlag())
+ {
+ auto prms=m_nnfilterHOP.signal2parameters(*m_pcPic,cs.slice->getNNlfHopParameters());
+ m_nnfilterHOP.filter(*m_pcPic, prms,m_pcPic->getRecoBuf());
+ }
+#endif
+
#if NN_FILTERING_SET_1
if (cs.sps->getNnlfSet1EnabledFlag())
{
@@ -1798,6 +1812,11 @@ void DecLib::xActivateParameterSets( const InputNALUnit nalu )
#if JVET_AC0055_NN_POST_FILTERING
m_nnPostFilter.loadModels(m_nnpfModelPath);
+#endif
+#if NN_HOP_UNIFIED
+ if (sps->getNnlfHOPEnabledFlag()) {
+ m_nnfilterHOP.init(m_HOPModelName,pps->getPicWidthInLumaSamples(), pps->getPicHeightInLumaSamples(), sps->getChromaFormatIdc());
+ }
#endif
}
else
@@ -1873,6 +1892,7 @@ void DecLib::xActivateParameterSets( const InputNALUnit nalu )
checkParameterSetsInclusionSEIconstraints(nalu);
}
}
+
xCheckParameterSetConstraints(layerId);
}
void DecLib::xCheckParameterSetConstraints(const int layerId)
diff --git a/source/Lib/DecoderLib/DecLib.h b/source/Lib/DecoderLib/DecLib.h
index 7808500919..cc5a84cbd2 100644
--- a/source/Lib/DecoderLib/DecLib.h
+++ b/source/Lib/DecoderLib/DecLib.h
@@ -71,6 +71,10 @@
#include "CommonLib/NNFilterSetLC.h"
#endif
+#if NN_HOP_UNIFIED
+#include "CommonLib/NNFilterHOP.h"
+#endif
+
class InputNALUnit;
//! \ingroup DecoderLib
@@ -141,6 +145,10 @@ private:
SampleAdaptiveOffset m_cSAO;
AdaptiveLoopFilter m_cALF;
+#if NN_HOP_UNIFIED
+ std::string m_HOPModelName;
+ NNFilterHOP m_nnfilterHOP;
+#endif
#if NN_FILTERING_SET_0
NNFilterSet0 m_cCNNLF;
std::string m_ModelPath; ///< model path
@@ -263,7 +271,9 @@ public:
void create ();
void destroy ();
-
+#if NN_HOP_UNIFIED
+ void setNnlfHOPModelName(std::string s) { m_HOPModelName = std::move(s); }
+#endif
#if NN_FILTERING_SET_1
std::string getNnlfSet1InterLumaModelName() { return m_nnlfSet1InterLumaModelName; }
std::string getNnlfSet1InterChromaModelName() { return m_nnlfSet1InterChromaModelName; }
diff --git a/source/Lib/EncoderLib/CABACWriter.cpp b/source/Lib/EncoderLib/CABACWriter.cpp
index 630326eaf2..ce3137119f 100644
--- a/source/Lib/EncoderLib/CABACWriter.cpp
+++ b/source/Lib/EncoderLib/CABACWriter.cpp
@@ -162,6 +162,11 @@ void CABACWriter::coding_tree_unit( CodingStructure& cs, const UnitArea& area, i
partitioner.initCtu(area, CH_L, *cs.slice);
+#if NN_HOP_UNIFIED
+ if (cs.sps->getNnlfHOPEnabledFlag()) {
+ writeNNlfHOPParameters(cs,ctuRsAddr,cs.slice->getNNlfHopParameters());
+ }
+#endif
#if NN_FILTERING_SET_0
if (!skipSao)
{
@@ -3678,6 +3683,22 @@ void CABACWriter::codeAlfCtuAlternative( CodingStructure& cs, uint32_t ctuRsAddr
}
}
+#if NN_HOP_UNIFIED
+void CABACWriter::writeNNlfHOPParameters(const CodingStructure& cs,uint32_t ctuRsAddr,const NNFilterHOP::SliceParameters &prms){
+ // currently just a global set of global parameters
+ if (ctuRsAddr==0) {
+ m_BinEncoder.encodeBinEP(prms.block_size_idx);
+ if (prms.qpoffset_idx==0) {
+ m_BinEncoder.encodeBinEP(0);
+ } else {
+ m_BinEncoder.encodeBinEP(1);
+ m_BinEncoder.encodeBinEP(prms.qpoffset_idx-1);
+ }
+ m_BinEncoder.encodeBinsEP(prms.scale_idx,2);
+ }
+}
+#endif
+
#if NN_FILTERING_SET_0
void CABACWriter::codeCnnlfCtuEnableFlag(CodingStructure& cs, uint32_t ctuRsAddr, const int compIdx, CnnlfSliceParam* cnnlfParam)
{
diff --git a/source/Lib/EncoderLib/CABACWriter.h b/source/Lib/EncoderLib/CABACWriter.h
index 6ce4355632..9ee04797f8 100644
--- a/source/Lib/EncoderLib/CABACWriter.h
+++ b/source/Lib/EncoderLib/CABACWriter.h
@@ -184,6 +184,9 @@ public:
#if JVET_AB0149_INTRA_PRED && JVET_AB0149_SEARCH_PNN && JVET_AB0149_ACTIVATE_WRITER_BLOCK_STATS
void setAreCostsWritten(const bool& areCostsWritten) {m_areCostsWritten = areCostsWritten;}
#endif
+#if NN_HOP_UNIFIED
+ void writeNNlfHOPParameters(const CodingStructure &cs, uint32_t ctuRsAddr, const NNFilterHOP::SliceParameters &prms);
+#endif
#if NN_FILTERING_SET_0
void codeCnnlfCtuEnableFlag(CodingStructure& cs, uint32_t ctuRsAddr, const int compIdx, CnnlfSliceParam* cnnlfParam = NULL);
diff --git a/source/Lib/EncoderLib/EncCfg.h b/source/Lib/EncoderLib/EncCfg.h
index d422fb0a9b..4ea1e6cfab 100644
--- a/source/Lib/EncoderLib/EncCfg.h
+++ b/source/Lib/EncoderLib/EncCfg.h
@@ -809,6 +809,9 @@ protected:
bool m_nnlf;
uint32_t m_nnlfSet;
#endif
+#if NN_HOP_UNIFIED
+ std::string m_hop_model_filename;
+#endif
#if NN_FILTERING_SET_0
bool m_nnlfSet0; ///< Cnn Lopp Filter
@@ -2166,6 +2169,11 @@ public:
void setUseNnlfSet(uint32_t ui) { m_nnlfSet = ui; }
#endif
+#if NN_HOP_UNIFIED
+ bool getNNlfHOPEnabledFlag() const { return m_nnlfSet == 4; }
+ const std::string &getNnlfHOPModelName() const { return m_hop_model_filename; }
+ void setNnlfHOPModelName(std::string s) { m_hop_model_filename = std::move(s); }
+#endif
#if NN_FILTERING_SET_0
void setUseNnlfSet0(bool b) { m_nnlfSet0 = b; }
#if JVET_AB0068_AC0328_NNLF_RDO
diff --git a/source/Lib/EncoderLib/EncGOP.cpp b/source/Lib/EncoderLib/EncGOP.cpp
index 24f228a436..998fd56e3c 100644
--- a/source/Lib/EncoderLib/EncGOP.cpp
+++ b/source/Lib/EncoderLib/EncGOP.cpp
@@ -61,6 +61,10 @@
#define ENCODE_SUB_SET 0
+#if NN_HOP_UNIFIED
+#include <sadl/model.h>
+#endif
+
using namespace std;
//! \ingroup EncoderLib
@@ -222,6 +226,7 @@ void EncGOP::init ( EncLib* pcEncLib )
m_pcSAO = pcEncLib->getSAO();
m_pcALF = pcEncLib->getALF();
+
#if JVET_AB0068_AC0328_NNLF_RDO
m_cCNNLFEncoder.createEnc(m_pcCfg->getSourceWidth(), m_pcCfg->getSourceHeight(), m_pcCfg->getMaxCUWidth(), m_pcCfg->getMaxCUHeight(), m_pcCfg->getChromaFormatIdc(), m_pcCfg->getNnlfSet1MaxNumParams());
#endif
@@ -241,6 +246,12 @@ void EncGOP::init ( EncLib* pcEncLib )
m_pcNNFilterSet1.create(m_pcCfg->getSourceWidth(), m_pcCfg->getSourceHeight(), m_pcCfg->getChromaFormatIdc(), m_pcCfg->getNnlfSet1MaxNumParams());
#endif
+#if NN_HOP_UNIFIED
+ if (m_pcCfg->getNNlfHOPEnabledFlag()) {
+ m_nnfilterHOP.init(m_pcCfg->getNnlfHOPModelName(), m_pcCfg->getSourceWidth(), m_pcCfg->getSourceHeight(), m_pcCfg->getChromaFormatIdc());
+ }
+#endif
+
#if WCG_EXT
if (m_pcCfg->getLmcs())
{
@@ -3134,7 +3145,8 @@ void EncGOP::compressGOP( int iPOCLast, int iNumPicRcvd, PicList& rcListPic,
#if NNVC_USE_REC_BEFORE_DBF
pcPic->getRecBeforeDbfBuf().copyFrom(pcPic->getRecoBuf());
#endif
-
+
+
#if NN_FILTERING_SET_0
if (pcSlice->getSPS()->getNnlfSet0EnabledFlag())
{
@@ -3156,7 +3168,18 @@ void EncGOP::compressGOP( int iPOCLast, int iNumPicRcvd, PicList& rcListPic,
pcPic->getRecoBuf().copyFrom(pcPic->getRecBeforeDbfBuf());
}
#endif
-
+
+
+#if NN_HOP_UNIFIED
+ if (pcSlice->getSPS()->getNnlfHOPEnabledFlag()) {
+ m_nnfilterHOP.initCabac( m_pcEncLib->getCABACEncoder(), m_pcEncLib->getCtxCache(), *pcSlice);
+ auto prms=m_nnfilterHOP.chooseParameters(*pcPic);
+ pcSlice->setNNlfHOPParameters(prms);
+ auto pic_prms=m_nnfilterHOP.signal2parameters(*pcPic,prms);
+ m_nnfilterHOP.filter(*pcPic,pic_prms,pcPic->getRecoBuf(false));
+ }
+#endif
+
#if NN_FILTERING_SET_1
if ( cs.sps->getNnlfSet1EnabledFlag() )
{
diff --git a/source/Lib/EncoderLib/EncGOP.h b/source/Lib/EncoderLib/EncGOP.h
index d93c8417b1..0c3ecb8f63 100644
--- a/source/Lib/EncoderLib/EncGOP.h
+++ b/source/Lib/EncoderLib/EncGOP.h
@@ -93,6 +93,11 @@
#include "EncoderLib/EncNNFilterSetLC.h"
#endif
+#if NN_HOP_UNIFIED
+#include "EncNNFilterHOP.h"
+#endif
+
+
//! \ingroup EncoderLib
//! \{
@@ -157,6 +162,9 @@ private:
EncCfg* m_pcCfg;
EncSlice* m_pcSliceEncoder;
PicList* m_pcListPic;
+#if NN_HOP_UNIFIED
+ EncNNFilterHOP m_nnfilterHOP;
+#endif
#if NN_FILTERING_SET_1
EncNNFilterSet1 m_pcNNFilterSet1;
diff --git a/source/Lib/EncoderLib/EncNNFilterHOP.cpp b/source/Lib/EncoderLib/EncNNFilterHOP.cpp
new file mode 100644
index 0000000000..50d2c1d188
--- /dev/null
+++ b/source/Lib/EncoderLib/EncNNFilterHOP.cpp
@@ -0,0 +1,116 @@
+/* The copyright in this software is being made available under the BSD
+* License, included below. This software may be subject to other third party
+* and contributor rights, including patent rights, and no such rights are
+* granted under this license.
+*
+* Copyright (c) 2010-2023, ITU/ISO/IEC
+* All rights reserved.
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions are met:
+*
+* * Redistributions of source code must retain the above copyright notice,
+* this list of conditions and the following disclaimer.
+* * Redistributions in binary form must reproduce the above copyright notice,
+* this list of conditions and the following disclaimer in the documentation
+* and/or other materials provided with the distribution.
+* * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+* be used to endorse or promote products derived from this software without
+* specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+* BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+* THE POSSIBILITY OF SUCH DAMAGE.
+*/
+
+
+#include "EncNNFilterHOP.h"
+#include "UnitTools.h"
+#include "CodingStructure.h"
+#include "CABACWriter.h"
+#include <sadl/model.h>
+using namespace std;
+
+
+static double xCalcSSD(const CPelBuf& refBuf, const CPelBuf& cmpBuf, ChannelType ch)
+{
+ int width = refBuf.width;
+ int height = refBuf.height;
+ int orgStride = refBuf.stride;
+ int cmpStride = cmpBuf.stride;
+ const Pel* pOrg = refBuf.buf;
+ const Pel* pCmp = cmpBuf.buf;
+ double ssd = 0;
+
+ for (int y = 0; y < height; ++y)
+ {
+ for (int x = 0; x < width; ++x)
+ {
+ int temp = pOrg[x] - pCmp[x];
+ ssd += (temp * temp);
+ }
+ pOrg += orgStride;
+ pCmp += cmpStride;
+ }
+ return ssd;
+}
+
+
+void EncNNFilterHOP::initCabac( CABACEncoder* cabacEncoder, CtxCache* ctxCache, const Slice &slice )
+{
+ m_CABACEstimator = cabacEncoder->getCABACEstimator( slice.getSPS() );
+ m_CtxCache = ctxCache;
+ m_CABACEstimator->initCtxModels( slice );
+ m_CABACEstimator->resetBits();
+ for(int c=0;c<MAX_NUM_COMPONENT;++c)
+ m_lambda[c]= slice.getLambdas()[c];
+}
+
+double EncNNFilterHOP::getSignalingCost(const Picture &pic,const SliceParameters &prms) {
+ // calculate RD cost
+ const TempCtx ctxStart ( m_CtxCache, SubCtx( Ctx::nnlfHopParams, m_CABACEstimator->getCtx() ) );
+ m_CABACEstimator->getCtx() = SubCtx( Ctx::nnlfHopParams, ctxStart );
+ m_CABACEstimator->resetBits();
+ m_CABACEstimator->writeNNlfHOPParameters(*pic.cs,0,prms);
+ double rate = FRAC_BITS_SCALE * m_CABACEstimator->getEstFracBits();
+ return rate;
+}
+
+NNFilterHOP::SliceParameters EncNNFilterHOP::chooseParameters(Picture& pic)
+{
+ // example of loop on predefined scale and qp offset only: TO BE ADAPTED
+ SliceParameters best_prms;
+ double bestrdcost=std::numeric_limits<double>::max();
+ const CodingStructure &cs = *pic.cs;
+ CPelUnitBuf orgUnitBuf = cs.getOrgBuf();
+
+ for(int scale_idx=0;scale_idx<4;++scale_idx) {
+ for(int qp_idx=0;qp_idx<3;++qp_idx) {
+ SliceParameters prms;
+ prms.block_size_idx=128;
+ prms.qpoffset_idx=qp_idx;
+ prms.scale_idx=scale_idx;
+ auto rate=getSignalingCost(pic,prms);
+ auto pic_prms=signal2parameters(pic,prms);
+ auto filtered=filter(pic,pic_prms);
+ // use only Y for distortion as an example
+ double distRec = xCalcSSD(orgUnitBuf.get(COMPONENT_Y), filtered.get(COMPONENT_Y), toChannelType(COMPONENT_Y));
+ auto rdcost = distRec + m_lambda[COMPONENT_Y] * rate;
+ if (rdcost<bestrdcost) {
+ bestrdcost=rdcost;
+ best_prms=prms;
+ }
+ }
+ }
+ return best_prms;
+}
+
+
diff --git a/source/Lib/EncoderLib/EncNNFilterHOP.h b/source/Lib/EncoderLib/EncNNFilterHOP.h
new file mode 100644
index 0000000000..b49c2ea36d
--- /dev/null
+++ b/source/Lib/EncoderLib/EncNNFilterHOP.h
@@ -0,0 +1,61 @@
+/* The copyright in this software is being made available under the BSD
+ * License, included below. This software may be subject to other third party
+ * and contributor rights, including patent rights, and no such rights are
+ * granted under this license.
+ *
+ * Copyright (c) 2010-2023, ITU/ISO/IEC
+ * All rights reserved.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions are met:
+ *
+ * * Redistributions of source code must retain the above copyright notice,
+ * this list of conditions and the following disclaimer.
+ * * Redistributions in binary form must reproduce the above copyright notice,
+ * this list of conditions and the following disclaimer in the documentation
+ * and/or other materials provided with the distribution.
+ * * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+ * be used to endorse or promote products derived from this software without
+ * specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+ * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+ * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+ * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+ * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+ * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+ * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+ * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+ * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+ * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+ * THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#pragma once
+#include "CommonLib/CommonDef.h"
+#include "CommonLib/Contexts.h"
+#include "CommonLib/NNFilterHOP.h"
+
+// fwd
+namespace sadl
+{
+ template<typename T> class Model;
+ template<typename T> class Tensor;
+} // namespace sadl
+
+class CABACEncoder;
+class CABACWriter;
+
+class EncNNFilterHOP : public NNFilterHOP
+{
+public:
+ void initCabac(CABACEncoder *cabacEncoder, CtxCache *ctxCache, const Slice &slice);
+ SliceParameters chooseParameters(Picture &pic);
+
+private:
+ double getSignalingCost(const Picture &pic,const SliceParameters &prms);
+
+ CABACWriter *m_CABACEstimator = nullptr;
+ CtxCache *m_CtxCache = nullptr;
+ std::array<double, MAX_NUM_COMPONENT> m_lambda;
+};
diff --git a/source/Lib/libmd5/libmd5.cpp b/source/Lib/libmd5/libmd5.cpp
index 2a699a1195..5d7c69d8b4 100644
--- a/source/Lib/libmd5/libmd5.cpp
+++ b/source/Lib/libmd5/libmd5.cpp
@@ -174,7 +174,7 @@ void MD5Final(unsigned char digest[16], context_md5_t *ctx)
*/
static void MD5Transform(uint32_t buf[4], uint32_t const in[16])
{
- register uint32_t a, b, c, d;
+ /*register*/ uint32_t a, b, c, d;
a = buf[0];
b = buf[1];
diff --git a/training/data_loader/data_loader.py b/training/data_loader/data_loader.py
index 1b39675370..8f9755f85b 100644
--- a/training/data_loader/data_loader.py
+++ b/training/data_loader/data_loader.py
@@ -4,7 +4,7 @@
* and contributor rights, including patent rights, and no such rights are
* granted under this license.
*
-* Copyright (c) 2010-2022, ITU/ISO/IEC
+* Copyright (c) 2010-2023, ITU/ISO/IEC
* All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
@@ -38,6 +38,7 @@ import sys
from typing import NamedTuple
import numpy as np
import struct
+import os
class PatchInfo(NamedTuple):
@@ -82,6 +83,39 @@ def readData(patch_size, border_size, norm, fn, off, nbb, ctype, h, w, x0, y0):
return t.astype("float32") / norm
+def readDataInt16(
+ patch_size, border_size, norm, fn, off, nbb, ctype, h, w, x0, y0, scale
+):
+ t = np.zeros(
+ (patch_size + 2 * border_size, patch_size + 2 * border_size), dtype="int16"
+ ) # implicit zeros padding
+ with open(fn, "rb") as file:
+ cropc = [
+ y0 - border_size,
+ y0 + patch_size + border_size,
+ x0 - border_size,
+ x0 + patch_size + border_size,
+ ]
+ srcc = [max(cropc[0], 0), min(cropc[1], h), max(cropc[2], 0), min(cropc[3], w)]
+ dstc = [
+ srcc[0] - cropc[0],
+ srcc[1] - cropc[0],
+ srcc[2] - cropc[2],
+ srcc[3] - cropc[2],
+ ]
+ data_h = srcc[1] - srcc[0]
+ off += srcc[0] * w * nbb
+ # print(h,w,data_h,ctype,off,x0,y0,cropc,srcc,dstc,srcc[0])
+ data = np.fromfile(file, dtype=ctype, count=data_h * w, offset=off).reshape(
+ data_h, w
+ )
+ data = data[:, srcc[2] : srcc[3]]
+ t[dstc[0] : dstc[1], dstc[2] : dstc[3]] = data * norm
+ if scale:
+ t = t.repeat(2, axis=0).repeat(2, axis=1)
+ return t.astype("int16")
+
+
def readOne(patch_size, border_size, norm, fn, off, ctype):
with open(fn, "rb") as file:
if ctype == "int32":
@@ -97,6 +131,21 @@ def readOne(patch_size, border_size, norm, fn, off, ctype):
return t
+def readOneInt16(patch_size, border_size, norm, fn, off, ctype):
+ with open(fn, "rb") as file:
+ if ctype == "int32":
+ file.seek(off)
+ v = int(struct.unpack("i", file.read(4))[0]) * norm
+ else:
+ sys.exit("readOne todo")
+ t = np.full(
+ (patch_size + 2 * border_size, patch_size + 2 * border_size),
+ v,
+ dtype="int16",
+ )
+ return t
+
+
def getTypeComp(comp):
is_y_extracted = False
is_u_v_extracted = False
@@ -110,6 +159,13 @@ def getTypeComp(comp):
return is_u_v_extracted
+def hasLuma(comp):
+ for comp_i in comp:
+ if "_Y" in comp_i:
+ return True
+ return False
+
+
class DataLoader:
components = []
database = None # contains the whole database
@@ -202,6 +258,14 @@ class DataLoader:
if "suffix_slicetype" in dcontent:
self.components.append("slice_type")
self.suffix["slice_type"] = dcontent["suffix_slicetype"]
+ if "suffix_bpm" in dcontent:
+ self.suffix["bpm"] = dcontent["suffix_bpm"]
+ self.components.append("bpm_Y")
+ self.components.append("bpm_U")
+ self.components.append("bpm_V")
+ self.components.append("ipb_Y")
+ self.components.append("ipb_U")
+ self.components.append("ipb_V")
self.database = dcontent["data"]
# create array of patches adress
@@ -300,7 +364,7 @@ class DataLoader:
or "partition_cu_average" in c
or "bs" in c
):
- fn = d["dirname"] + "/" + d["basename"] + self.suffix[c[:-2]]
+ fn = os.path.join(d["dirname"], d["basename"] + self.suffix[c[:-2]])
nbb = 2 # 16 bits data
off = pinfo.frame_index * (frame_size_Y * nbb * 3 // 2)
if "_U" in c:
@@ -319,7 +383,9 @@ class DataLoader:
v = readData(psize, bsize, norm, fn, off, nbb, "uint16", h, w, x0, y0)
elif "ref_list_0" in c or "ref_list_1" in c:
- fn = d["dirname"] + "/" + d["basename"] + self.suffix["rec_before_dbf"]
+ fn = os.path.join(
+ d["dirname"], d["basename"] + self.suffix["rec_before_dbf"]
+ )
nbb = 2 # 16 bits data
if "ref_list_0" in c:
off = (pinfo.frame_index - getRefDistance(pinfo.frame_index)) * (
@@ -339,7 +405,7 @@ class DataLoader:
v = readData(psize, bsize, norm, fn, off, nbb, "uint16", h, w, x0, y0)
elif c == "qp_slice":
- fn = d["dirname"] + "/" + d["basename"] + self.suffix["qp_slice"]
+ fn = os.path.join(d["dirname"], d["basename"] + self.suffix["qp_slice"])
norm = self.normalizer_qp
off = pinfo.frame_index * 4
v = readOne(psize, bsize, norm, fn, off, "int32")
@@ -349,7 +415,9 @@ class DataLoader:
f = float(d["qp_base"]) / norm
v = np.full((tsize, tsize), f, dtype="float32")
elif c == "slice_type":
- fn = d["dirname"] + "/" + d["basename"] + self.suffix["slice_type"]
+ fn = os.path.join(
+ d["dirname"], d["basename"] + self.suffix["slice_type"]
+ )
norm = 1
off = pinfo.frame_index * 4
v = readOne(psize, bsize, norm, fn, off, "int32")
@@ -360,3 +428,209 @@ class DataLoader:
sys.exit("Unkwown component {}".format(c))
t[0, :, :, idx] = v
return t
+
+ def getPatchDataInt16(self, idx, comp, border_size):
+ assert idx < len(self.patch_info)
+ pinfo = self.patch_info[idx]
+ d = self.database[pinfo.data_index]
+ psize = self.patch_size
+ bsize = border_size
+ # print(pinfo,d)
+ w = int(d["width"])
+ h = int(d["height"])
+ frame_size_Y = w * h
+ tsize = bsize + psize + bsize
+ noLuma = not hasLuma(comp)
+ psizeUV = psize // 2
+ bsizeUV = bsize // 2
+ wUV = w // 2
+ hUV = h // 2
+ if noLuma:
+ psize = psizeUV
+ bsize = bsizeUV
+ w = wUV
+ h = hUV
+ x0 = pinfo.patch_x0 * psize
+ y0 = pinfo.patch_y0 * psize
+ x0UV = pinfo.patch_x0 * psizeUV
+ y0UV = pinfo.patch_y0 * psizeUV
+ t = np.zeros((1, tsize, tsize, len(comp)), dtype="int16")
+
+ for idx, c in enumerate(comp):
+ assert c in self.components, f"No {c} in {self.components}"
+
+ if "org" in c:
+ fn = d["original_yuv"]
+ off_frame = d["original_frame_skip"] + pinfo.frame_index
+ if d["original_bitdepth"] == 8: # 8bits
+ norm = 4
+ b = "uint8"
+ nbb = 1
+ else: # 10bits
+ norm = 1
+ b = "uint16"
+ nbb = 2
+ off = off_frame * (frame_size_Y * nbb * 3 // 2)
+
+ if c == "org_Y":
+ cpsize = psize
+ cbsize = bsize
+ ch = h
+ cw = w
+ cx0 = x0
+ cy0 = y0
+ scale = False
+ else:
+ cpsize = psizeUV
+ cbsize = bsizeUV
+ ch = hUV
+ cw = wUV
+ cx0 = x0UV
+ cy0 = y0UV
+ scale = not noLuma
+ if c == "org_U":
+ off += frame_size_Y * nbb
+ elif c == "org_V":
+ off += frame_size_Y * nbb + (frame_size_Y * nbb) // 4
+ v = readDataInt16(
+ cpsize, cbsize, norm, fn, off, nbb, b, ch, cw, cx0, cy0, scale
+ )
+
+ elif (
+ "rec_after_dbf" in c
+ or "rec_before_dbf" in c
+ or "pred" in c
+ or "partition_cu_average" in c
+ or "bs" in c
+ or "bpm" in c
+ ):
+ fn = os.path.join(d["dirname"], d["basename"] + self.suffix[c[:-2]])
+ nbb = 2 # 16 bits data
+ off = pinfo.frame_index * (frame_size_Y * nbb * 3 // 2)
+ if "_Y" in c:
+ cpsize = psize
+ cbsize = bsize
+ ch = h
+ cw = w
+ cx0 = x0
+ cy0 = y0
+ scale = False
+ else:
+ cpsize = psizeUV
+ cbsize = bsizeUV
+ ch = hUV
+ cw = wUV
+ cx0 = x0UV
+ cy0 = y0UV
+ scale = not noLuma
+
+ if "_U" in c:
+ off += frame_size_Y * nbb
+ elif "_V" in c:
+ off += frame_size_Y * nbb + (frame_size_Y * nbb) // 4
+ norm = 1
+ v = readDataInt16(
+ cpsize,
+ cbsize,
+ norm,
+ fn,
+ off,
+ nbb,
+ "uint16",
+ ch,
+ cw,
+ cx0,
+ cy0,
+ scale,
+ )
+ elif "ipb" in c:
+ fn = os.path.join(d["dirname"], d["basename"] + self.suffix["bpm"])
+ nbb = 2 # 16 bits data
+ off = pinfo.frame_index * (frame_size_Y * nbb * 3 // 2)
+ if "_Y" in c:
+ cpsize = psize
+ cbsize = bsize
+ ch = h
+ cw = w
+ cx0 = x0
+ cy0 = y0
+ scale = False
+ else:
+ cpsize = psizeUV
+ cbsize = bsizeUV
+ ch = hUV
+ cw = wUV
+ cx0 = x0UV
+ cy0 = y0UV
+ scale = not noLuma
+
+ if "_U" in c:
+ off += frame_size_Y * nbb
+ elif "_V" in c:
+ off += frame_size_Y * nbb + (frame_size_Y * nbb) // 4
+ norm = 1
+ v = readDataInt16(
+ cpsize,
+ cbsize,
+ norm,
+ fn,
+ off,
+ nbb,
+ "uint16",
+ ch,
+ cw,
+ cx0,
+ cy0,
+ scale,
+ )
+ # First right shift to make it Ipred=0, IBC=1, uni-pred=2, bi-pred=3
+ v = np.right_shift(v, 1)
+ # Next add 1 everywhere we have 0 to make it Ipred/IBC = 1, uni-pred=2, bi-pred=3
+ # Now subtract 1 and divide by 2 to make it Ipred/IBC=0, uni-pred=1, bi-pred=2
+ v = (v == 0) + v - 1
+
+ elif "ref_list_0" in c or "ref_list_1" in c:
+ fn = os.path.join(
+ d["dirname"], d["basename"] + self.suffix["rec_before_dbf"]
+ )
+ nbb = 2 # 16 bits data
+ if "ref_list_0" in c:
+ off = (pinfo.frame_index - getRefDistance(pinfo.frame_index)) * (
+ frame_size_Y * nbb * 3 // 2
+ )
+ else:
+ off = (pinfo.frame_index + getRefDistance(pinfo.frame_index)) * (
+ frame_size_Y * nbb * 3 // 2
+ )
+ if "_U" in c:
+ quit("todo") # off += frame_size_Y * nbb
+ elif "_V" in c:
+ quit(
+ "todo"
+ ) # off += frame_size_Y * nbb + (frame_size_Y * nbb) // 4
+ norm = 1
+ v = readDataInt16(
+ psize, bsize, norm, fn, off, nbb, "uint16", h, w, x0, y0, False
+ )
+
+ elif c == "qp_slice":
+ fn = os.path.join(d["dirname"], d["basename"] + self.suffix["qp_slice"])
+ norm = 1
+ off = pinfo.frame_index * 4
+ v = readOneInt16(psize, bsize, norm, fn, off, "int32")
+
+ elif c == "qp_base":
+ f = d["qp_base"]
+ v = np.full((tsize, tsize), f, dtype="int16")
+
+ elif c == "slice_type":
+ fn = os.path.join(
+ d["dirname"], d["basename"] + self.suffix["slice_type"]
+ )
+ norm = 1
+ off = pinfo.frame_index * 4
+ v = readOneInt16(psize, bsize, norm, fn, off, "int32")
+ else:
+ sys.exit("Unkwown component {}".format(c))
+ t[0, :, :, idx] = v
+ return t
diff --git a/training/example/display_patches_dataset.py b/training/example/display_patches_dataset.py
index e20e57dcf6..485a788a9f 100755
--- a/training/example/display_patches_dataset.py
+++ b/training/example/display_patches_dataset.py
@@ -48,13 +48,13 @@ b = dcontent["border_size"]
d = len(dcontent["components"])
c = dcontent["nb_patches"]
sb = s + 2 * b
-
+typed = dcontent["type"] if "type" in dcontent else "float32"
for _i in range(c):
- t = np.fromfile(file, dtype="float32", count=sb * sb * d).reshape((sb, sb, d))
+ t = np.fromfile(file, dtype=typed, count=sb * sb * d).reshape((sb, sb, d))
fig, ax = plt.subplots(nrows=1, ncols=d)
i = 0
for col in ax:
col.set_title(dcontent["components"][i])
- col.imshow(t[:, :, i], cmap="gray", vmin=0.0, vmax=1.0)
+ col.imshow(t[:, :, i], cmap="gray") # , vmin=0.0, vmax=1.0)
i += 1
plt.show()
diff --git a/training/tools/concatenate_dataset.py b/training/tools/concatenate_dataset.py
index e6d349b2b8..9a216c7d44 100644
--- a/training/tools/concatenate_dataset.py
+++ b/training/tools/concatenate_dataset.py
@@ -39,13 +39,80 @@ import json
import re
import os
+
+def getKey(prm, s):
+ L = s.split("/")
+ p = prm
+ for k in L:
+ p = p[k]
+ return p
+
+
+def extractEncoderInfo(dir_encoding, log_extension):
+ db_logs = {}
+ for d in dir_encoding:
+ files = glob.glob(os.path.join(d, "*." + log_extension))
+ print("Processing directory {}: {} files".format(d, len(files)))
+ for f in files:
+ with open(f, "r") as file:
+ info = {"FrameSkip": 0, "TemporalSubsampleRatio": 1} # default
+ name = None
+ for line in file:
+ m = re.match(r"^Input\s*File\s*:\s*([^\s]+)", line)
+ if m:
+ info["InputFile"] = m.group(1)
+ m = re.match(r"^Bitstream\s*File\s*:\s*([^\s]+)", line)
+ if m:
+ name = os.path.basename(m.group(1))
+ m = re.match(r"^TemporalSubsampleRatio\s*:\s*([0-9]+)", line)
+ if m:
+ info["TemporalSubsampleRatio"] = m.group(1)
+ # m = re.match("^QP\s*:\s*([0-9]+)", line)
+ # if m:
+ # info['QP']=m.group(1)
+ m = re.match(r"^FrameSkip\s*:\s*([0-9]+)", line)
+ if m:
+ info["FrameSkip"] = m.group(1)
+ m = re.match(r"^Intra period\s*:\s*([0-9]+)", line)
+ if m:
+ info["IntraPeriod"] = m.group(1)
+ m = re.match(r"^Input\s+bit\s+depth\s*:\s*\(Y:([0-9]+),", line)
+ if m:
+ info["InputBitDepth"] = m.group(1)
+ m = re.match(r"^InputBitDepth\s*:\s*([0-9]+)", line)
+ if m:
+ info["InputBitDepth"] = m.group(1)
+ if name is not None:
+ if len(info) != 5:
+ sys.exit(
+ "Not enough information extracted for bitstream {}".format(
+ name
+ )
+ )
+ db_logs[name] = info
+ return db_logs
+
+
+def mergeDatasetEncoderInfo(ds, db_logs):
+ for d in ds:
+ if d["bsname"] in db_logs:
+ info = db_logs[d["bsname"]]
+ d["original_yuv"] = info["InputFile"]
+ d["original_temporal_subsample"] = int(info["TemporalSubsampleRatio"])
+ d["original_frame_skip"] = int(info["FrameSkip"])
+ d["original_intra_period"] = int(info["IntraPeriod"])
+ # d['qp_base']=int(info['QP'])
+ d["original_bitdepth"] = int(info["InputBitDepth"])
+
+
parser = argparse.ArgumentParser(
prog="concatenate dataset",
usage="create a global dataset from all the json file in a given directory. ",
formatter_class=argparse.RawDescriptionHelpFormatter,
epilog="""2 modes available:
concatenate_dataset.py --input_dir dir1 --input_dir dir2 --output_json pre_dataset.json
- concatenate_dataset.py --input_json pre_dataset.json --input_dir_encoder direnc1 --input_dir_encoder direnc2 --output_json dataset.json""",
+ concatenate_dataset.py --input_json pre_dataset.json --input_dir_encoder direnc1 --input_dir_encoder direnc2 --output_json dataset.json
+ concatenate_dataset.py --json_config config.json --input_json stage1 --input_dir_encoder stage1 --output_json stage1""",
)
parser.add_argument(
"--input_dir_json",
@@ -86,16 +153,41 @@ parser.add_argument(
help="name of the output file with concatenated files",
required=True,
)
+
+parser.add_argument(
+ "--json_config",
+ action="store",
+ type=str,
+ help="global configuration file. When used, other parameters are interpreted as location in the config.json",
+)
+
args = parser.parse_args()
+if args.json_config is not None:
+ try:
+ with open(args.json_config) as file:
+ prm = json.load(file)
+ except Exception:
+ quit("[ERROR] unable to open json config")
+
# mode 1: concatenate all indiviual dataset into 1 file, setting the dirname to find the data
if args.input_dir_json is not None:
+ input_dir_json = args.input_dir_json
+ output_json = args.output_json
header = {}
lastheader = None
db = []
- flat = [d for d1 in args.input_dir_json for d in d1]
+ flat = [d for d1 in input_dir_json for d in d1]
+ if args.json_config is not None: # reinterpret args as name in config.json
+ key_input = getKey(prm, args.input_dir_json[0][0])
+ key_output = getKey(prm, args.output_json)
+ flat = [os.path.join(key_input["path"], key_input["dump_dir"])]
+ output_json = os.path.join(key_output["path"], key_output["dataset_file"])
+ if not os.path.isdir(key_output["path"]):
+ os.makedirs(key_output["path"], exist_ok=True)
+
for d in flat:
- files = sorted(glob.glob(d + "/*.json"))
+ files = sorted(glob.glob(os.path.join(d, "*.json")))
print("Processing directory {}: {} files".format(d, len(files)))
for f in files:
if args.dataset_range:
@@ -127,68 +219,29 @@ if args.input_dir_json is not None:
jout = header
jout["data"] = db
+ if args.json_config is not None:
+ enc_logs = extractEncoderInfo(
+ [os.path.join(key_input["path"], key_input["enc_dir"])], "log"
+ )
+ mergeDatasetEncoderInfo(jout["data"], enc_logs)
+
s = json.dumps(jout, indent=1)
- with open(args.output_json, "w") as file:
+ with open(output_json, "w") as file:
file.write(s)
-
+ print(f"[INFO] wrote {output_json}")
# mode 2: consolidate a dataset file by adding information on original yuv from encoder logs information
if args.input_json is not None:
- db_logs = {}
+ input_json = args.input_json
+ output_json = args.output_json
flat = [d for d1 in args.input_dir_encoder for d in d1]
- for d in flat:
- files = glob.glob(d + "/*." + args.log_extension)
- print("Processing directory {}: {} files".format(d, len(files)))
- for f in files:
- with open(f, "r") as file:
- info = {"FrameSkip": 0, "TemporalSubsampleRatio": 1} # default
- name = None
- for line in file:
- m = re.match(r"^Input\s*File\s*:\s*([^\s]+)", line)
- if m:
- info["InputFile"] = m.group(1)
- m = re.match(r"^Bitstream\s*File\s*:\s*([^\s]+)", line)
- if m:
- name = os.path.basename(m.group(1))
- m = re.match(r"^TemporalSubsampleRatio\s*:\s*([0-9]+)", line)
- if m:
- info["TemporalSubsampleRatio"] = m.group(1)
- # m = re.match("^QP\s*:\s*([0-9]+)", line)
- # if m:
- # info['QP']=m.group(1)
- m = re.match(r"^FrameSkip\s*:\s*([0-9]+)", line)
- if m:
- info["FrameSkip"] = m.group(1)
- m = re.match(r"^Intra period\s*:\s*([0-9]+)", line)
- if m:
- info["IntraPeriod"] = m.group(1)
- m = re.match(r"^Input\s+bit\s+depth\s*:\s*\(Y:([0-9]+),", line)
- if m:
- info["InputBitDepth"] = m.group(1)
- m = re.match(r"^InputBitDepth\s*:\s*([0-9]+)", line)
- if m:
- info["InputBitDepth"] = m.group(1)
- if name is not None:
- if len(info) != 5:
- sys.exit(
- "Not enough information extracted for bitstream {}".format(
- name
- )
- )
- db_logs[name] = info
- print(db_logs)
- with open(args.input_json, "r") as file:
+ db_logs = extractEncoderInfo(flat, args.log_extension)
+ # print(db_logs)
+ with open(input_json, "r") as file:
content = file.read()
dcontent = json.loads(content)
- for d in dcontent["data"]:
- if d["bsname"] in db_logs:
- info = db_logs[d["bsname"]]
- d["original_yuv"] = info["InputFile"]
- d["original_temporal_subsample"] = int(info["TemporalSubsampleRatio"])
- d["original_frame_skip"] = int(info["FrameSkip"])
- d["original_intra_period"] = int(info["IntraPeriod"])
- # d['qp_base']=int(info['QP'])
- d["original_bitdepth"] = int(info["InputBitDepth"])
+ mergeDatasetEncoderInfo(dcontent["data"], db_logs)
s = json.dumps(dcontent, indent=1)
- with open(args.output_json, "w") as file:
+ with open(output_json, "w") as file:
file.write(s)
+ print(f"[INFO] wrote {output_json}")
diff --git a/training/tools/convert_dataset.py b/training/tools/convert_dataset.py
new file mode 100644
index 0000000000..d66e4eca40
--- /dev/null
+++ b/training/tools/convert_dataset.py
@@ -0,0 +1,210 @@
+"""
+/* The copyright in this software is being made available under the BSD
+* License, included below. This software may be subject to other third party
+* and contributor rights, including patent rights, and no such rights are
+* granted under this license.
+*
+* Copyright (c) 2010-2023, ITU/ISO/IEC
+* All rights reserved.
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions are met:
+*
+* * Redistributions of source code must retain the above copyright notice,
+* this list of conditions and the following disclaimer.
+* * Redistributions in binary form must reproduce the above copyright notice,
+* this list of conditions and the following disclaimer in the documentation
+* and/or other materials provided with the distribution.
+* * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+* be used to endorse or promote products derived from this software without
+* specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+* BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+* THE POSSIBILITY OF SUCH DAMAGE.
+"""
+
+import argparse
+import json
+import os
+import hashlib
+from PIL import Image
+
+
+def md5file(filename):
+ md5 = hashlib.md5()
+ # handle content in binary form
+ f = open(filename, "rb")
+ while True:
+ chunk = f.read(4096)
+ if not chunk:
+ break
+ md5.update(chunk)
+ return md5.hexdigest()
+
+
+def getKey(prm, s):
+ L = s.split("/")
+ p = prm
+ for k in L:
+ p = p[k]
+ return p
+
+
+parser = argparse.ArgumentParser(
+ prog="convert_dataset",
+ usage="convert dataset to yuv. ",
+ formatter_class=argparse.RawDescriptionHelpFormatter,
+)
+
+parser.add_argument(
+ "--json_config",
+ action="store",
+ type=str,
+ help="global configuration file",
+ required=True,
+)
+
+parser.add_argument(
+ "--input_dataset",
+ action="store",
+ type=str,
+ help="dataset to process: expressed as name from config.json. Eg: dataset_src/div2k_train, dataset_src/bvi",
+ required=True,
+)
+
+parser.add_argument(
+ "--output_location",
+ action="store",
+ type=str,
+ help="output dataset: expressed as name from config.json. E.g: stage1/yuv, stage2/yuv etc.",
+ required=True,
+)
+
+parser.add_argument(
+ "--augmentation",
+ action="store_true",
+ help="perform augmentation: flip, rotate, downscale",
+)
+
+args = parser.parse_args()
+try:
+ with open(args.json_config) as file:
+ prm = json.load(file)
+except Exception:
+ quit("[ERROR] unable to open json config")
+
+
+key_input = getKey(prm, args.input_dataset)
+key_output = getKey(prm, args.output_location)
+
+log = {}
+if not os.path.isdir(key_output["path"]):
+ os.makedirs(key_output["path"], exist_ok=True)
+
+if "count" not in key_input:
+ quit("[ERROR] Currently only support numbered images")
+
+# expect images from start to start+count
+for i in range(
+ int(key_input["start"]), int(key_input["count"]) + int(key_input["start"])
+):
+ filename = os.path.join(
+ key_input["path"], f"{i:04d}.png"
+ ) # can be generalized later
+ print(f"[INFO] processing {i:04d}.png")
+ if not os.path.isfile(filename):
+ quit(f"[ERROR] unable to find {filename}")
+ fileout = os.path.join(key_output["path"], f"{i:04d}.yuv")
+ im = Image.open(filename)
+ w, h = im.size
+ w = (w // 8) * 8
+ h = (h // 8) * 8
+ os.system(
+ prm["binaries"]["ffmpeg"]
+ + " -y -hide_banner -loglevel error -i "
+ + filename
+ + f' -vf "crop={w}:{h}:0:0"'
+ + " -pix_fmt yuv420p10le "
+ + "-color_primaries bt709 "
+ + "-color_trc bt709 "
+ + "-colorspace bt709 "
+ + fileout
+ + " "
+ )
+ if not os.path.isfile(fileout):
+ quit("[ERROR] unable to find {}".format(fileout))
+ md = md5file(fileout)
+ log[f"{i:04d}.yuv"] = {}
+ log[f"{i:04d}.yuv"]["md5"] = md
+ log[f"{i:04d}.yuv"]["width"] = w
+ log[f"{i:04d}.yuv"]["height"] = h
+ log[f"{i:04d}.yuv"]["bitdepth"] = 10
+ log[f"{i:04d}.yuv"]["frame_count"] = 1
+ log[f"{i:04d}.yuv"]["framerate"] = 30
+ log[f"{i:04d}.yuv"]["chromaformat"] = 420
+
+ if args.augmentation:
+ for aug in ["flip", "rotate", "downscale"]:
+ if aug == "flip":
+ im2 = im.transpose(Image.FLIP_LEFT_RIGHT)
+ elif aug == "rotate":
+ im2 = im.transpose(Image.ROTATE_90)
+ else:
+ im2 = im.resize((im.size[0] // 2, im.size[1] // 2))
+ filename = os.path.join(key_output["path"], "tempo.png")
+ im2.save(filename)
+ if not os.path.isfile(filename):
+ quit(f"[ERROR] unable to find {filename}")
+ print(f"[INFO] processing {i:04d}_{aug}.png")
+ w, h = im2.size
+ w = (w // 8) * 8
+ h = (h // 8) * 8
+ fileout = os.path.join(key_output["path"], f"{i:04d}_{aug}.yuv")
+ os.system(
+ prm["binaries"]["ffmpeg"]
+ + " -y -hide_banner -loglevel error -i "
+ + filename
+ + f' -vf "crop={w}:{h}:0:0"'
+ + " -pix_fmt yuv420p10le "
+ + "-color_primaries bt709 "
+ + "-color_trc bt709 "
+ + "-colorspace bt709 "
+ + fileout
+ + " "
+ )
+ os.remove(filename)
+ if not os.path.isfile(fileout):
+ quit("[ERROR] unable to find {}".format(fileout))
+ md = md5file(fileout)
+ log[f"{i:04d}_{aug}.yuv"] = {}
+ log[f"{i:04d}_{aug}.yuv"]["md5"] = md
+ log[f"{i:04d}_{aug}.yuv"]["width"] = w
+ log[f"{i:04d}_{aug}.yuv"]["height"] = h
+ log[f"{i:04d}_{aug}.yuv"]["bitdepth"] = 10
+ log[f"{i:04d}_{aug}.yuv"]["frame_count"] = 1
+ log[f"{i:04d}_{aug}.yuv"]["framerate"] = 30
+ log[f"{i:04d}_{aug}.yuv"]["chromaformat"] = 420
+
+print(f"[INFO] all images converted in {key_input['path']}")
+
+# append to existing
+output_json = os.path.join(key_output["path"], key_output["dataset_file"])
+if os.path.isfile(output_json):
+ with open(output_json) as file:
+ log2 = json.load(file)
+ log.update(log2)
+ print(f"[WARNING] merge new data into existing {output_json}")
+
+# save results
+with open(output_json, "w") as file:
+ json.dump(log, file, indent=1)
+ print(f"[INFO] dataset saved in {output_json}")
diff --git a/training/tools/create_unified_dataset.py b/training/tools/create_unified_dataset.py
new file mode 100644
index 0000000000..cce0683db9
--- /dev/null
+++ b/training/tools/create_unified_dataset.py
@@ -0,0 +1,188 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+/* The copyright in this software is being made available under the BSD
+* License, included below. This software may be subject to other third party
+* and contributor rights, including patent rights, and no such rights are
+* granted under this license.
+*
+* Copyright (c) 2010-2022, ITU/ISO/IEC
+* All rights reserved.
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions are met:
+*
+* * Redistributions of source code must retain the above copyright notice,
+* this list of conditions and the following disclaimer.
+* * Redistributions in binary form must reproduce the above copyright notice,
+* this list of conditions and the following disclaimer in the documentation
+* and/or other materials provided with the distribution.
+* * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+* be used to endorse or promote products derived from this software without
+* specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+* BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+* THE POSSIBILITY OF SUCH DAMAGE.
+"""
+
+import argparse
+import sys
+import os
+import random
+import json
+
+sys.path.append(os.path.join(os.path.dirname(__file__), "..", "data_loader"))
+import data_loader # noqa: E402
+
+
+def getKey(prm, s):
+ L = s.split("/")
+ p = prm
+ for k in L:
+ p = p[k]
+ return p
+
+
+parser = argparse.ArgumentParser(
+ prog="create_unified_dataset",
+ usage="creates a raw binary file containing data patches in int16",
+ formatter_class=argparse.RawDescriptionHelpFormatter,
+ epilog="""Typical usage:
+ create_unified_dataset.py --input_dataset stage1/encdec --nb_samples 1000 --patch_size 128 --border_size 8 --output_location stage1/dataset --components "YUV,..." """,
+)
+parser.add_argument(
+ "--input_dataset",
+ action="store",
+ nargs="?",
+ type=str,
+ help="input dataset. eg: stage1/encdec",
+ required=True,
+)
+parser.add_argument(
+ "--output_location",
+ action="store",
+ nargs="?",
+ type=str,
+ help="output location eg stage1/dataset",
+ required=True,
+)
+parser.add_argument(
+ "--poc_list",
+ nargs="*",
+ type=int,
+ default=[],
+ help="pocs of frames for training (e.g. --poc_list 1 3 5), use all frames by default",
+)
+parser.add_argument(
+ "--patch_size",
+ action="store",
+ nargs="?",
+ default=128,
+ type=int,
+ help="patch size to extract",
+)
+parser.add_argument(
+ "--border_size",
+ action="store",
+ nargs="?",
+ default=8,
+ type=int,
+ help="border size of the patch",
+)
+parser.add_argument(
+ "--components",
+ action="store",
+ nargs="?",
+ type=str,
+ help="comma separated list of components to put in each patch",
+)
+parser.add_argument(
+ "--nb_patches",
+ action="store",
+ default=1,
+ nargs="?",
+ type=int,
+ help="nb patches to extract, nb_patches=-1 means extracting all patches",
+)
+parser.add_argument("--random", type=int, default=1, help="whether to sample randomly")
+
+parser.add_argument(
+ "--json_config",
+ action="store",
+ type=str,
+ help="global configuration file",
+ required=True,
+)
+
+args = parser.parse_args()
+
+try:
+ with open(args.json_config) as file:
+ prm = json.load(file)
+except Exception:
+ quit("[ERROR] unable to open json config")
+
+
+key_input = getKey(prm, args.input_dataset)
+key_output = getKey(prm, args.output_location)
+input_dataset = os.path.join(key_input["path"], key_input["dataset_file"])
+output_file = os.path.join(key_output["path"], key_output["dataset_file"])
+dl = data_loader.DataLoader(input_dataset, args.patch_size, args.poc_list, 1)
+
+
+print("Nb samples available: {}".format(dl.nb_patches()))
+print("Available components: {}".format(dl.components))
+
+if args.nb_patches == -1:
+ args.nb_patches = dl.nb_patches()
+
+if args.components is None:
+ print("Available components: {}".format(dl.components))
+ quit("[ERROR] Please choose components to use")
+
+comps = args.components.split(",")
+
+
+if not os.path.isdir(key_output["path"]):
+ os.makedirs(key_output["path"], exist_ok=True)
+
+basename = os.path.splitext(key_output["dataset_file"])[0]
+output_bin = os.path.join(key_output["path"], f"{basename}.bin")
+with open(output_bin, "wb") as file:
+ print("[INFO] Dump {} patches in {}".format(args.nb_patches, output_bin))
+ print(
+ "[INFO] Patch: {}x{} + {} border, components={}".format(
+ args.patch_size, args.patch_size, args.border_size, comps
+ )
+ )
+ L = list(range(0, dl.nb_patches()))
+ if args.random:
+ random.Random(42).shuffle(L)
+ n = args.nb_patches // 100 + 1
+ for i in range(args.nb_patches):
+ if i % n == 0:
+ print(f"{i//n} %")
+ p = dl.getPatchDataInt16(i, comps, args.border_size)
+ p.tofile(file)
+
+with open(output_file, "w") as file:
+ jout = {}
+ jout["data"] = output_bin
+ jout["type"] = "int16"
+ jout["components"] = comps
+ jout["patch_size"] = args.patch_size
+ jout["border_size"] = args.border_size
+ jout["nb_patches"] = args.nb_patches
+ jout["original_db"] = input_dataset
+ s = json.dumps(jout, indent=1)
+ file.write(s)
+ print(f"[INFO] Wrote json description in {output_file}")
diff --git a/training/tools/dataset_to_encoding_script.py b/training/tools/dataset_to_encoding_script.py
new file mode 100644
index 0000000000..6b38418289
--- /dev/null
+++ b/training/tools/dataset_to_encoding_script.py
@@ -0,0 +1,184 @@
+"""
+/* The copyright in this software is being made available under the BSD
+* License, included below. This software may be subject to other third party
+* and contributor rights, including patent rights, and no such rights are
+* granted under this license.
+*
+* Copyright (c) 2010-2023, ITU/ISO/IEC
+* All rights reserved.
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions are met:
+*
+* * Redistributions of source code must retain the above copyright notice,
+* this list of conditions and the following disclaimer.
+* * Redistributions in binary form must reproduce the above copyright notice,
+* this list of conditions and the following disclaimer in the documentation
+* and/or other materials provided with the distribution.
+* * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+* be used to endorse or promote products derived from this software without
+* specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+* BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+* THE POSSIBILITY OF SUCH DAMAGE.
+"""
+
+import argparse
+import json
+import os
+import stat
+
+
+def writeCfg(prm, filename):
+ fileout = open(filename, "w")
+ fileout.write(
+ f"""
+InputBitDepth: {prm['bitdepth']}
+InputChromaFormat: {prm['chromaformat']}
+FrameRate: {prm['framerate']}
+FrameSkip: 0
+SourceWidth: {prm['width']}
+SourceHeight: {prm['height']}
+FramesToBeEncoded: {prm['frame_count']}
+Level: 5.1
+"""
+ )
+
+
+def getKey(prm, s):
+ L = s.split("/")
+ p = prm
+ for k in L:
+ p = p[k]
+ return p
+
+
+parser = argparse.ArgumentParser(
+ prog="create encoding script from dataset",
+ usage="create a shell script to encode and decode a dataset of YUV",
+ formatter_class=argparse.RawDescriptionHelpFormatter,
+)
+parser.add_argument(
+ "--json_config",
+ action="store",
+ type=str,
+ help="global configuration file",
+ required=True,
+)
+
+parser.add_argument(
+ "--input_dataset",
+ action="store",
+ type=str,
+ help="input dataset location as described in config.json. Eg stage1/yuv",
+ required=True,
+)
+parser.add_argument(
+ "--output_location",
+ action="store",
+ type=str,
+ help="output location as described in config.json. Eg. stage1/encdec, stage2/encdec",
+ required=True,
+)
+
+
+args = parser.parse_args()
+try:
+ with open(args.json_config) as file:
+ prm = json.load(file)
+except Exception:
+ quit("[ERROR] unable to open json config")
+
+key_input = getKey(prm, args.input_dataset)
+key_output = getKey(prm, args.output_location)
+input_dataset = os.path.join(key_input["path"], key_input["dataset_file"])
+
+if not os.path.isfile(key_output["vtm_enc"]):
+ quit(f"[ERROR] missing encoder {key_output['vtm_enc']}")
+
+if not os.path.isfile(key_output["vtm_dec"]):
+ quit(f"[ERROR] missing decoder {key_output['vtm_dec']}")
+
+try:
+ with open(input_dataset) as file:
+ dataset = json.load(file)
+except Exception:
+ quit(f"[ERROR] unable to open dataset {input_dataset}")
+
+
+if not os.path.isdir(key_output["path"]):
+ os.makedirs(key_output["path"], exist_ok=True)
+dirs = [
+ key_output["cfg_dir"],
+ key_output["enc_dir"],
+ key_output["dec_dir"],
+ key_output["dump_dir"],
+]
+for d in dirs:
+ if not os.path.isdir(os.path.join(key_output["path"], d)):
+ os.mkdir(os.path.join(key_output["path"], d))
+
+script = os.path.join(key_output["path"], key_output["encode_script"])
+fileout = open(script, "w")
+N = len(dataset) * len(key_output["qps"].split())
+yuv_dir = os.path.dirname(args.input_dataset)
+
+fileout.write(
+ f"""#!/bin/bash
+
+ENC={key_output['vtm_enc']}
+DEC={key_output['vtm_dec']}
+CFG={key_output['vtm_cfg']}
+ENCDIR={key_output["path"]+"/"+key_output["enc_dir"]}
+DECDIR={key_output["path"]+"/"+key_output["dec_dir"]}
+CFGDIR={key_output["path"]+"/"+key_output["cfg_dir"]}
+DUMPDIR={key_output['path']+"/"+key_output["dump_dir"]}
+YUVDIR={key_input["path"]}
+
+if [ $# != 1 ]; then
+ echo '[ERROR] need a index of the sequence to encode/decode in [0,{N}['
+ exit
+fi
+
+"""
+)
+
+cpt = 0
+for seq in dataset:
+ basename = seq.replace(".yuv", "")
+ writeCfg(
+ dataset[seq], f"{key_output['path']+'/'+key_output['cfg_dir']}/{basename}.cfg"
+ )
+ for qp in key_output["qps"].split():
+ fileout.write(
+ f"""if (( $1 == {cpt} )); then
+ if [ ! -f ${{ENCDIR}}/{basename}_QP{qp}.log ]; then
+ $ENC -c $CFG -c ${{CFGDIR}}/{basename}.cfg -i ${{YUVDIR}}/{seq} -ip 1 -fs 0 -f {dataset[seq]['frame_count']} -q {qp} --Verbosity=6 --SEIDecodedPictureHash=1 -o /dev/null -b ${{ENCDIR}}/{basename}_QP{qp}.bin > ${{ENCDIR}}/{basename}_QP{qp}.log
+ echo "[INFO] {basename}_QP{qp} encoded"
+ else
+ echo "[CACHED] {basename}_QP{qp} already encoded"
+ fi
+ if [ ! -f ${{DECDIR}}/{basename}_QP{qp}.log ]; then
+ $DEC -b ${{ENCDIR}}/{basename}_QP{qp}.bin --DumpBasename=${{DUMPDIR}}/{basename}_QP{qp} > ${{DECDIR}}/{basename}_QP{qp}.log
+ echo "[INFO] {basename}_QP{qp} decoded"
+ else
+ echo "[CACHED] {basename}_QP{qp} already decoded"
+ fi
+fi
+
+"""
+ )
+ cpt = cpt + 1
+
+fileout.close()
+os.chmod(script, os.stat(script).st_mode | stat.S_IEXEC)
+print(f"[INFO] wrote {script} with {N} sequences to encode/decode")
diff --git a/training/training_scripts/NN_Filtering_HOP/config.json b/training/training_scripts/NN_Filtering_HOP/config.json
new file mode 100644
index 0000000000..8a8c13a2a4
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/config.json
@@ -0,0 +1,79 @@
+{
+ "binaries" : { "ffmpeg" : "ffmpeg" },
+ "dataset" : {
+ "div2k_train" : {
+ "start" : 1,
+ "//" : "real count=800, 3 is for sanity check",
+ "count" : 1,
+ "path" : "/srv/library25/DIV2K/DIV2K_train_HR"
+ },
+ "div2k_valid" : {
+ "start" : 801,
+ "count" : 1,
+ "path" : "/srv/library25/DIV2K/DIV2K_valid_HR"
+ }
+ },
+ "stage1" : {
+ "yuv" : {
+ "//" : "path to store yuv files dataset",
+ "path" : "/home/galpinf/work/test/nnvc/stage1/yuv",
+ "dataset_file" : "dataset.json"
+ },
+ "yuv_valid" : {
+ "//" : "path to store yuv files dataset",
+ "path" : "/home/galpinf/work/test/nnvc/stage1/yuv",
+ "dataset_file" : "dataset_valid.json"
+ },
+ "encdec" : {
+ "//" : "path to store the shell script and all the generated files by the encoder/decoder",
+ "path" : "/home/galpinf/work/test/nnvc/stage1/encdec",
+ "dump_dir" : "dump",
+ "enc_dir" : "enc",
+ "dec_dir" : "dec",
+ "cfg_dir" : "cfg",
+ "//2" : "19 22 24 27 29 32 34 37 39 42",
+ "qps" : "50",
+ "vtm_enc" : "/home/galpinf/work/test/nnvc/src/bin/EncoderAppStatic",
+ "vtm_dec" : "/home/galpinf/work/test/nnvc/src/bin/DecoderAppStatic",
+ "vtm_cfg" : "/home/galpinf/work/test/nnvc/src/cfg/encoder_intra_vtm.cfg",
+ "dataset_file" : "dataset.json",
+ "encode_script" : "encode_decode_dataset.sh"
+ },
+ "encdec_valid" : {
+ "//" : "path to store the shell script and all the generated files by the encoder/decoder",
+ "path" : "/home/galpinf/work/test/nnvc/stage1/encdec",
+ "dump_dir" : "dump_valid",
+ "enc_dir" : "enc_valid",
+ "dec_dir" : "dec_valid",
+ "cfg_dir" : "cfg_valid",
+ "//2" : "19 22 24 27 29 32 34 37 39 42",
+ "qps" : "50",
+ "vtm_enc" : "/home/galpinf/work/test/nnvc/src/bin/EncoderAppStatic",
+ "vtm_dec" : "/home/galpinf/work/test/nnvc/src/bin/DecoderAppStatic",
+ "vtm_cfg" : "/home/galpinf/work/test/nnvc/src/cfg/encoder_intra_vtm.cfg",
+ "dataset_file" : "dataset_valid.json",
+ "encode_script" : "encode_decode_dataset_valid.sh"
+ },
+ "dataset" : {
+ "//" : "path to store the full dataset which will be used by the training",
+ "path" : "/home/galpinf/work/test/nnvc/stage1/dataset",
+ "dataset_file" : "dataset.json"
+ },
+ "dataset_valid" : {
+ "//" : "path to store the full dataset which will be used by the training",
+ "path" : "/home/galpinf/work/test/nnvc/stage1/dataset",
+ "dataset_file" : "dataset_valid.json"
+ },
+ "training" : {
+ "//" : "out_filename: set to null for stdout. all path relative to save_base_dir",
+ "path" : "/home/galpinf/work/test/nnvc/stage1/train",
+ "ckpt_dir" : "ckpt",
+ "ckpt_reload" : "last.ckpt",
+ "loggers" : {
+ "PrintLogger" : { "out_filename" : "logs/log.txt" },
+ "ProgressLogger" : { "out_filename" : null },
+ "TensorboardLogger" : { "log_dir" : "tensorboard" }
+ }
+ }
+ }
+}
diff --git a/training/training_scripts/NN_Filtering_HOP/convert/convert.py b/training/training_scripts/NN_Filtering_HOP/convert/convert.py
new file mode 100644
index 0000000000..1ea2b3475b
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/convert/convert.py
@@ -0,0 +1,69 @@
+"""
+/* The copyright in this software is being made available under the BSD
+* License, included below. This software may be subject to other third party
+* and contributor rights, including patent rights, and no such rights are
+* granted under this license.
+*
+* Copyright (c) 2010-2022, ITU/ISO/IEC
+* All rights reserved.
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions are met:
+*
+* * Redistributions of source code must retain the above copyright notice,
+* this list of conditions and the following disclaimer.
+* * Redistributions in binary form must reproduce the above copyright notice,
+* this list of conditions and the following disclaimer in the documentation
+* and/or other materials provided with the distribution.
+* * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+* be used to endorse or promote products derived from this software without
+* specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+* BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+* THE POSSIBILITY OF SUCH DAMAGE.
+"""
+
+import json
+import argparse
+import torch
+from trainer import Trainer
+import sys
+import os
+
+sys.path.append(os.path.join(os.path.dirname(__file__), "..", "model"))
+import model # noqa: E402
+
+
+parser = argparse.ArgumentParser()
+parser.add_argument(
+ "--config", "-c", type=str, help="config file corresponding to checkpoint"
+)
+parser.add_argument("--ckpt", type=str, help="path to training checkpoint")
+parser.add_argument("--output", type=str, help="path to export onnx")
+parser.add_argument(
+ "--batch_size", type=int, default=1, help="batch size used in export's forward call"
+)
+parser.add_argument(
+ "--patch_size",
+ type=int,
+ default=144,
+ help="patch size used in export's forward call",
+)
+args = parser.parse_args()
+
+with open(args.config, "r") as f:
+ config = json.load(f)
+modelobj = Trainer.instantiate_from_dict(model, config["model"])
+
+checkpoint = torch.load(args.ckpt)
+modelobj.load_state_dict(checkpoint["model"])
+modelobj.to_onnx(args.output, args.batch_size, args.patch_size)
diff --git a/training/training_scripts/NN_Filtering_HOP/model/model.json b/training/training_scripts/NN_Filtering_HOP/model/model.json
new file mode 100644
index 0000000000..353f1afc9b
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/model/model.json
@@ -0,0 +1,43 @@
+{ "model" : {
+ "class" : "Net",
+ "input_channels" : [
+ [
+ "rec_before_dbf_Y",
+ "rec_before_dbf_U",
+ "rec_before_dbf_V"
+ ],
+ [
+ "pred_Y",
+ "pred_U",
+ "pred_V"
+ ],
+ [
+ "bs_Y",
+ "bs_U",
+ "bs_V"
+ ],
+ [ "qp_base" ],
+ [ "qp_slice" ],
+ [ "ipb_Y" ]
+ ],
+ "input_kernels" : [
+ 3,
+ 3,
+ 3,
+ 1,
+ 1,
+ 3
+ ],
+ "D1" : 192,
+ "D2" : 32,
+ "D3" : 16,
+ "D4" : 16,
+ "D5" : 16,
+ "D6" : 48,
+ "N" : 20,
+ "C" : 64,
+ "C1" : 160,
+ "C21" : 32,
+ "C22" : 32,
+ "C31" : 64
+ } }
diff --git a/training/training_scripts/NN_Filtering_HOP/model/model.py b/training/training_scripts/NN_Filtering_HOP/model/model.py
new file mode 100644
index 0000000000..e605798e09
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/model/model.py
@@ -0,0 +1,301 @@
+"""
+/* The copyright in this software is being made available under the BSD
+* License, included below. This software may be subject to other third party
+* and contributor rights, including patent rights, and no such rights are
+* granted under this license.
+*
+* Copyright (c) 2010-2022, ITU/ISO/IEC
+* All rights reserved.
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions are met:
+*
+* * Redistributions of source code must retain the above copyright notice,
+* this list of conditions and the following disclaimer.
+* * Redistributions in binary form must reproduce the above copyright notice,
+* this list of conditions and the following disclaimer in the documentation
+* and/or other materials provided with the distribution.
+* * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+* be used to endorse or promote products derived from this software without
+* specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+* BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+* THE POSSIBILITY OF SUCH DAMAGE.
+"""
+
+from typing import Union, Tuple, Optional, Type, Iterable, List, Dict
+
+import torch
+from torch import nn
+from torch.nn import functional as F
+
+
+class Conv(nn.Sequential):
+ def __init__(
+ self,
+ in_channels: int,
+ out_channels: int,
+ kernel_size: Union[int, Tuple[int, int]],
+ stride: Union[int, Tuple[int, int]] = 1,
+ padding: Optional[Union[int, Tuple[int, int]]] = None,
+ is_separable: bool = False,
+ hidden_separable_channels: Optional[int] = None,
+ post_activation: Optional[Type] = nn.PReLU,
+ **kwargs,
+ ):
+ """
+ Args:
+ in_channels: the number of input channels
+ out_channels: the number of output channels
+ kernel_size: the convolution's kernel size
+ stride: the convolution's stride(s)
+ padding: the convolution's padding
+ is_separable: whether to implement convolution separably
+ hidden_separable_channels: If is_separable, the number of hidden channels between convolutions. If None, use out_channels
+ post_activation: activation function to use after convolution. If None, no activation after convolution
+ **kwargs: additional kwargs to pass to nn.Conv2d
+ """
+ self.in_channels = in_channels
+ self.out_channels = out_channels
+ self.kernel_size = (
+ (kernel_size, kernel_size) if isinstance(kernel_size, int) else kernel_size
+ )
+ self.stride = (stride, stride) if isinstance(stride, int) else stride
+ if padding is not None:
+ self.padding = (padding, padding) if isinstance(padding, int) else padding
+ else:
+ self.padding = tuple([k // 2 for k in self.kernel_size])
+ self.is_separable = is_separable
+ self.post_activation = post_activation
+
+ if self.is_separable:
+ self.hidden_separable_channels = hidden_separable_channels or out_channels
+ modules = [
+ nn.Conv2d(
+ self.in_channels,
+ self.hidden_separable_channels,
+ (self.kernel_size[0], 1),
+ (self.stride[0], 1),
+ (self.padding[0], 0),
+ **kwargs,
+ ),
+ nn.Conv2d(
+ self.hidden_separable_channels,
+ self.out_channels,
+ (1, self.kernel_size[1]),
+ (1, self.stride[1]),
+ (0, self.padding[1]),
+ **kwargs,
+ ),
+ ]
+ else:
+ modules = [
+ nn.Conv2d(
+ self.in_channels,
+ self.out_channels,
+ self.kernel_size,
+ self.stride,
+ self.padding,
+ **kwargs,
+ )
+ ]
+
+ if self.post_activation is not None:
+ modules.append(self.post_activation())
+
+ super(Conv, self).__init__(*modules)
+
+
+class MultiBranchModule(nn.Module):
+ """A module representing multple, parallel branches. If the input is a list, each element in the list is fed into the corresponding branch,
+ otherwise the input is fed into every branch. The outputs of each branch are then merged."""
+
+ def __init__(self, *branch_modules, merge_dimension: int = -3):
+ """
+ Args:
+ branch_modules: modules to run in parallel
+ merge_dimension: the dimension to merge outputs from each branch
+ """
+ super().__init__()
+ self.branches = nn.ModuleList(branch_modules)
+ self.merge_dimension = merge_dimension
+
+ def forward(self, args: Union[torch.Tensor, List[torch.Tensor]]) -> torch.Tensor:
+ inputs = args if isinstance(args, list) else len(self.branches) * [args]
+ branch_outputs = [branch(input) for branch, input in zip(self.branches, inputs)]
+ return torch.cat(branch_outputs, dim=self.merge_dimension)
+
+
+class ResidualBlock(nn.Sequential):
+ def __init__(
+ self, C: int = 64, C1: int = 160, C21: int = 32, C22: int = 32, C31: int = 64
+ ):
+ super(ResidualBlock, self).__init__(
+ MultiBranchModule(
+ Conv(C, C1, kernel_size=1),
+ Conv(
+ C,
+ C22,
+ kernel_size=3,
+ is_separable=True,
+ hidden_separable_channels=C21,
+ ),
+ ),
+ Conv(C1 + C22, C, kernel_size=1, post_activation=None),
+ Conv(
+ C,
+ C,
+ kernel_size=3,
+ post_activation=None,
+ is_separable=True,
+ hidden_separable_channels=C31,
+ ),
+ )
+
+ def forward(self, x: torch.Tensor) -> torch.Tensor:
+ return x + super(ResidualBlock, self).forward(x)
+
+
+class SADLNet(nn.Sequential):
+ """The network used during SADL inference"""
+
+ def __init__(
+ self,
+ input_channels: Iterable[int] = [3, 3, 3, 1, 1, 1],
+ input_kernels: Iterable[int] = [3, 3, 3, 1, 1, 3],
+ D1: int = 192,
+ D2: int = 32,
+ D3: int = 16,
+ D4: int = 16,
+ D5: int = 16,
+ D6: int = 48,
+ N: int = 20,
+ C: int = 64,
+ C1: int = 160,
+ C21: int = 32,
+ C22: int = 32,
+ C31: int = 64,
+ output_channels: int = 6,
+ ):
+ """
+ Args:
+ input_channels: the number of channels expected for each input
+ input_kernels: the kernel size for each input convolution
+ output_channels: the number of output channels
+ """
+ self.input_channels = input_channels
+ self.input_kernels = input_kernels
+ self.input_features = [D1, D2, D3, D4, D4, D5]
+ super(SADLNet, self).__init__(
+ MultiBranchModule(
+ *[
+ Conv(c, d, kernel_size=k)
+ for c, d, k in zip(
+ self.input_channels, self.input_features, self.input_kernels
+ )
+ ]
+ ),
+ Conv(sum(self.input_features), D6, kernel_size=1),
+ Conv(D6, C, kernel_size=3, stride=2),
+ *[ResidualBlock(C, C1, C21, C22, C31) for _ in range(N)],
+ Conv(C, C, kernel_size=3),
+ Conv(C, output_channels, kernel_size=3),
+ )
+
+ def get_example_inputs(
+ self, patch_size: Union[int, Tuple[int, int]] = 144, batch_size: int = 1
+ ):
+ patch_size = (
+ (patch_size, patch_size) if isinstance(patch_size, int) else patch_size
+ )
+ return [
+ torch.rand(
+ batch_size, conv.in_channels, *patch_size, device=conv[0].weight.device
+ )
+ for conv in self[0].branches
+ ]
+
+ def to_onnx(
+ self, filename: str, patch_size: int = 144, batch_size: int = 1, **kwargs
+ ) -> None:
+ mode = self.training
+ self.eval()
+ torch.onnx.export(
+ self, self.get_example_inputs(patch_size, batch_size), filename, **kwargs
+ )
+ self.train(mode)
+
+
+class Net(nn.Module):
+ """Wrapper for SADL model that implements input pre- and post-processing for training."""
+
+ def __init__(
+ self,
+ input_channels: [
+ ["rec_before_dbf_Y", "rec_before_dbf_U", "rec_before_dbf_V"],
+ ["pred_Y", "pred_U", "pred_V"],
+ ["bs_Y", "bs_U", "bs_V"],
+ ["qp_base"],
+ ["qp_slice"],
+ ["ipb_Y"],
+ ],
+ input_kernels: Iterable[int] = [3, 3, 3, 1, 1, 3],
+ D1: int = 192,
+ D2: int = 32,
+ D3: int = 16,
+ D4: int = 16,
+ D5: int = 16,
+ D6: int = 48,
+ N: int = 20,
+ C: int = 64,
+ C1: int = 160,
+ C21: int = 32,
+ C22: int = 32,
+ C31: int = 64,
+ ):
+ super(Net, self).__init__()
+ assert len(input_channels) == len(
+ input_kernels
+ ), "[ERROR] input size and kernels size not equal"
+ self.input_channels = input_channels
+ sizes = [len(a) for a in input_channels]
+ self.SADL_model = SADLNet(
+ sizes, input_kernels, D1, D2, D3, D4, D5, D6, N, C, C1, C21, C22, C31, 6
+ )
+ self.chroma_upsampler = nn.Upsample(scale_factor=2, mode="nearest")
+
+ def preprocess_args(
+ self, batch: Dict[str, torch.Tensor]
+ ) -> Dict[str, torch.Tensor]:
+ return [
+ torch.cat([batch[name] for name in input_], dim=1)
+ for input_ in self.input_channels
+ ]
+
+ def postprocess_outputs(
+ self, batch: Dict[str, torch.Tensor], out: torch.Tensor
+ ) -> Tuple[torch.Tensor, torch.Tensor]:
+ Y_res, UV_res = out.split([4, 2], dim=1)
+ return (
+ batch["rec_before_dbf_Y"] + F.pixel_shuffle(Y_res, 2),
+ torch.cat((batch["rec_before_dbf_U"], batch["rec_before_dbf_V"]), dim=1)[
+ ..., ::2, ::2
+ ]
+ + UV_res,
+ )
+
+ def forward(
+ self, batch: Dict[str, torch.Tensor]
+ ) -> Tuple[torch.Tensor, torch.Tensor]:
+ args = self.preprocess_args(batch)
+ out = self.SADL_model(args)
+ return self.postprocess_outputs(batch, out)
diff --git a/training/training_scripts/NN_Filtering_HOP/readme.md b/training/training_scripts/NN_Filtering_HOP/readme.md
new file mode 100644
index 0000000000..ca38d62075
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/readme.md
@@ -0,0 +1,95 @@
+## Overview
+First edit the file ``training_scripts/NN_Filtering_HOP/config.json`` to adapt all the paths.
+All key with the name ``path`` should be edited to fit your particular environement.
+Other keys should not be edited except for testing reasons.
+
+## I- Model Stage I
+### A- Data extraction for intra from vanilla VTM
+#### 1. div2k conversion
+
+Convert div2k (4:4:4 RGB -> YUV420 10 bits):
+
+```sh
+ python3 tools/convert_dataset.py --json_config training_scripts/NN_Filtering_HOP/config.json --input_dataset dataset/div2k_train --augmentation --output_location stage1/yuv
+ python3 tools/convert_dataset.py --json_config training_scripts/NN_Filtering_HOP/config.json --input_dataset dataset/div2k_valid --output_location stage1/yuv_valid
+```
+dataset files are placed in the target directory (as set in the config.json ["stage1"]["yuv"]["path"]), a json file named ["stage1"]["yuv"]["dataset_filename"] is updated with the new data.
+
+#### 2. prepare script for encoding/decoding of the dataset
+
+Extract cfg files and encoding/decoding script:
+```sh
+ python3 tools/dataset_to_encoding_script.py --json_config training_scripts/NN_Filtering_HOP/config.json --input_dataset stage1/yuv --output_location stage1/encdec
+ python3 tools/dataset_to_encoding_script.py --json_config training_scripts/NN_Filtering_HOP/config.json --input_dataset stage1/yuv_valid --output_location stage1/encdec_valid
+```
+It will generate the cfg files for the dataset and a shell script to encode and decode all sequences in the dataset in the directory ["stage1"]["encdec"]["path"].
+
+#### 3. encode/decode the sequences:
+
+Loop on all sequences to encode:
+```sh
+cd stage1/encdec;
+for((i=0;i<N;i++)); do
+ ./encode_decode_dataset.sh $i;
+done
+for((i=0;i<N_valid;i++)); do
+ ./encode_decode_dataset_valid.sh $i;
+done
+```
+or you can use the script to encode on your cluster. N is the number of sequences (run ./encode_decode_dataset.sh to get the value N).
+The script will perform the following step for each sequence:
+
+1. encodes the yuv and produces an encoding log
+2. decodes the bitstream, produces a decoding log and dump the data in ["stage1"]["encdec"]["path"]/["dump_dir"]
+
+#### 4. create a consolidated dataset
+
+```sh
+python3 tools/concatenate_dataset.py --json_config training_scripts/NN_Filtering_HOP/config.json --input_dir_json stage1/encdec --output_json stage1/encdec
+python3 tools/concatenate_dataset.py --json_config training_scripts/NN_Filtering_HOP/config.json --input_dir_json stage1/encdec_valid --output_json stage1/encdec_valid
+```
+It will generate a unique dataset in ["stage1"]["encdec"]["path"] from all individual datasets in ["stage1"]["encdec"]["path"]/["dump_dir"] and encoder logs in ["stage1"]["encdec"]["enc_dir"].
+
+
+#### 5a. create an offline dataset with all batches
+
+```sh
+python3 tools/create_unified_dataset.py --json_config training_scripts/NN_Filtering_HOP/config.json \
+ --random 1 --nb_patches -1 --patch_size 128 --border_size 8 --input_dataset stage1/encdec \
+ --components org_Y,org_U,org_V,pred_Y,pred_U,pred_V,rec_before_dbf_Y,rec_before_dbf_U,rec_before_dbf_V,bs_Y,bs_U,bs_V,qp_base,qp_slice,ipb_Y \
+ --output_location stage1/dataset
+python3 tools/create_unified_dataset.py --json_config training_scripts/NN_Filtering_HOP/config.json \
+ --random 1 --nb_patches -1 --patch_size 128 --border_size 8 --input_dataset stage1/encdec_valid \
+ --components org_Y,org_U,org_V,pred_Y,pred_U,pred_V,rec_before_dbf_Y,rec_before_dbf_U,rec_before_dbf_V,bs_Y,bs_U,bs_V,qp_base,qp_slice,ipb_Y \
+ --output_location stage1/dataset_valid
+```
+It will generate a unique dataset of patches ready for training in ["stage1"]["dataset"]["path"] from the dataset in ["stage1"]["encdec"]["path"].
+
+The dataset can be visualize using
+```sh
+python3 tools/example/display_patches_dataset.py stage1/dataset/dataset.json
+```
+
+#### 5b. create a dataset for on-the-fly batch extraction
+TODO
+
+### B- Training stage
+#### 1. Train HOP model
+If you need to adapt the settings of your device for training, please edit the file ``training_default.json`` (default parameters) or ``stage1.json`` (parameters specific to stage1). You can also change the loggers verbosity in these files.
+When ready, simply run:
+
+```sh
+python3 training_scripts/NN_Filtering_HOP/training/main.py training_scripts/NN_Filtering_HOP/config.json \
+ training_scripts/NN_Filtering_HOP/model/model.json \
+ training_scripts/NN_Filtering_HOP/training/cfg/training_default.json \
+ training_scripts/NN_Filtering_HOP/training/cfg/stage1.json
+```
+
+#### 2. Convert model
+
+
+
+#### 3. Test model
+
+
+
diff --git a/training/training_scripts/NN_Filtering_HOP/training/cfg/debug.json b/training/training_scripts/NN_Filtering_HOP/training/cfg/debug.json
new file mode 100644
index 0000000000..41c6895c4a
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/training/cfg/debug.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4eaff94ab63b4381dea4b37076749e49f42ccbaea5c9bcedce166431c2c0faae
+size 410
diff --git a/training/training_scripts/NN_Filtering_HOP/training/cfg/stage1.json b/training/training_scripts/NN_Filtering_HOP/training/cfg/stage1.json
new file mode 100644
index 0000000000..58354b8c6e
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/training/cfg/stage1.json
@@ -0,0 +1,14 @@
+{
+ "current_stage" : "stage1",
+ "verbose" : 2,
+ "stage1" : { "training" : {
+ "//" : "the epoch to switch from L1 to L2 loss, default: 80, max_epochs: 100",
+ "mse_epoch" : 2,
+ "max_epochs" : 4,
+ "lr_scheduler" : { "milestones" : [
+ 40,
+ 60,
+ 80
+ ] }
+ } }
+}
diff --git a/training/training_scripts/NN_Filtering_HOP/training/cfg/training_default.json b/training/training_scripts/NN_Filtering_HOP/training/cfg/training_default.json
new file mode 100644
index 0000000000..8c51f80e9e
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/training/cfg/training_default.json
@@ -0,0 +1,87 @@
+{ "training" : {
+ "seed" : 42,
+ "//" : "additional loggers (e.g. for tensorboard) can be implemented in logger.py and added here",
+ "device" : "cpu",
+ "multi_gpu" : false,
+ "validation_interval" : 1,
+ "max_epochs" : 100,
+ "component_loss_weightings" : [
+ 6,
+ 2
+ ],
+ "dataset_config" : {
+ "class" : "HOPDataset",
+ "//" : "augs: [vflip, hflip, transpose]",
+ "augs" : [ ],
+ "//aug_prob" : 0.2,
+ "quantizer" : {
+ "org_Y" : 1024,
+ "org_U" : 1024,
+ "org_V" : 1024,
+ "pred_Y" : 1024,
+ "pred_U" : 1024,
+ "pred_V" : 1024,
+ "rec_before_dbf_Y" : 1024,
+ "rec_before_dbf_U" : 1024,
+ "rec_before_dbf_V" : 1024,
+ "bs_Y" : 1024,
+ "bs_U" : 1024,
+ "bs_V" : 1024,
+ "qp_base" : 64,
+ "qp_slice" : 64,
+ "ipb_Y" : 2
+ }
+ },
+ "dataloader" : {
+ "batch_size" : 64,
+ "num_workers" : 16,
+ "shuffle" : true,
+ "pin_memory" : true,
+ "drop_last" : false
+ },
+ "optimizer" : {
+ "class" : "Adam",
+ "lr" : 0.0001,
+ "betas" : [
+ 0.9,
+ 0.999
+ ],
+ "eps" : 1e-08,
+ "weight_decay" : 1e-08,
+ "amsgrad" : false
+ },
+ "lr_scheduler" : {
+ "class" : "MultiStepLR",
+ "milestones" : [
+ 40,
+ 60,
+ 80
+ ],
+ "gamma" : 0.1,
+ "last_epoch" : -1,
+ "verbose" : false
+ },
+ "model_ckpt" : {
+ "//" : "checkpoint training state regularly",
+ "save_last" : true,
+ "export_last" : true,
+ "every_n_epochs" : 1
+ },
+ "loggers" : {
+ "PrintLogger" : {
+ "log_train_interval" : 0,
+ "log_val_metrics" : true
+ },
+ "ProgressLogger" : {
+ "log_train_epochs" : true,
+ "log_val_epochs" : true,
+ "log_train_iterations" : true,
+ "log_stage_ends" : true
+ },
+ "TensorboardLogger" : {
+ "log_train_progress" : true,
+ "log_train_interval" : 0,
+ "log_val_metrics" : true
+ }
+ }
+ } }
diff --git a/training/training_scripts/NN_Filtering_HOP/training/dataset.py b/training/training_scripts/NN_Filtering_HOP/training/dataset.py
new file mode 100644
index 0000000000..bb0690be6b
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/training/dataset.py
@@ -0,0 +1,229 @@
+"""
+/* The copyright in this software is being made available under the BSD
+* License, included below. This software may be subject to other third party
+* and contributor rights, including patent rights, and no such rights are
+* granted under this license.
+*
+* Copyright (c) 2010-2023, ITU/ISO/IEC
+* All rights reserved.
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions are met:
+*
+* * Redistributions of source code must retain the above copyright notice,
+* this list of conditions and the following disclaimer.
+* * Redistributions in binary form must reproduce the above copyright notice,
+* this list of conditions and the following disclaimer in the documentation
+* and/or other materials provided with the distribution.
+* * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+* be used to endorse or promote products derived from this software without
+* specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+* BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+* THE POSSIBILITY OF SUCH DAMAGE.
+"""
+
+from typing import Dict, Iterable, Any
+import json
+from functools import partial
+
+import numpy as np
+
+import torch
+from torch.utils.data import Dataset
+from torchvision.transforms import Compose
+
+
+class ToTensor:
+ """Converts all values in a dictionary from numpy to a Torch Tensor"""
+
+ def __call__(self, sample: Dict[Any, np.ndarray]) -> Dict[Any, torch.Tensor]:
+ return {comp: torch.from_numpy(block) for comp, block in sample.items()}
+
+
+class Augment:
+ """
+ Applies a sequence of augmentations randomly to all values in sample. All augmentations in the sequence are independantly
+ applied but with the same probability. All values in sample are augmented or not for each augmentation.
+ """
+
+ AUGMENTATIONS = {
+ "vflip": partial(torch.flip, dims=[-1]),
+ "hflip": partial(torch.flip, dims=[-2]),
+ "transpose": partial(torch.transpose, dim0=-1, dim1=-2),
+ }
+
+ def __init__(self, augs: Iterable[str] = [], aug_prob: float = 0.2):
+ self.augs = augs
+ self.aug_prob = aug_prob
+
+ def __call__(self, sample: Dict[Any, torch.Tensor]) -> Dict[Any, torch.Tensor]:
+ for aug in self.augs:
+ if torch.randn(1) < self.aug_prob:
+ for comp, block in sample.items():
+ sample[comp] = self.AUGMENTATIONS[aug](block)
+ return sample
+
+
+class HOPDataset(Dataset):
+ """Binary dataset created using the common data dumping framework"""
+
+ def __init__(
+ self,
+ desc_file: str,
+ norm_value,
+ augs: Iterable[str] = [],
+ aug_prob: float = 0.2,
+ out_type: str = "float32",
+ ):
+ """
+ Args:
+ desc_file: dataset description json file
+ norm_value: normalisation values for specific components to override default
+ augs: augmentations to apply
+ aug_prob: probability of applying each augmentation
+ """
+ self.norm_value = norm_value
+ self.transform = Compose([ToTensor(), Augment(augs, aug_prob)])
+ self.out_type = out_type
+
+ with open(desc_file) as f:
+ self.description = json.load(f)
+
+ self.luma_patch_size = (
+ self.description["patch_size"] + 2 * self.description["border_size"]
+ )
+ self.block_volume = (
+ len(self.description["components"]) * self.luma_patch_size ** 2
+ )
+ self.shape_input = (
+ 1,
+ self.luma_patch_size,
+ self.luma_patch_size,
+ len(self.description["components"]),
+ )
+
+ def __len__(self) -> int:
+ return self.description["nb_patches"]
+
+ def __getitem__(self, idx: int) -> Dict[Any, np.ndarray]:
+ if torch.is_tensor(idx):
+ idx = idx.tolist()
+
+ with open(self.description["data"]) as f:
+ block = np.fromfile(
+ f,
+ dtype=self.description["type"],
+ count=self.block_volume,
+ offset=self.block_volume
+ * idx
+ * np.dtype(self.description["type"]).itemsize,
+ ).reshape(self.shape_input)
+ components = dict(
+ zip(
+ self.description["components"],
+ np.moveaxis(block, -1, 0).astype(self.out_type),
+ )
+ )
+ if self.description["type"].startswith("int"):
+ components = {
+ comp: block / self.norm_value.get(comp)
+ for comp, block in components.items()
+ }
+ return self.transform(components) if self.transform else components
+
+
+# to todo later
+class HOPDatasetOnTheFly(Dataset):
+ """Binary dataset created on the fly"""
+
+ @staticmethod
+ def is_comp_chroma(component):
+ return component.endswith("_U") or component.endswith("_V")
+
+ def __getitem__(self, idx: int) -> Dict[Any, np.ndarray]:
+ if torch.is_tensor(idx):
+ idx = idx.tolist()
+
+ with open(self.description["data"]) as f:
+ block = np.fromfile(
+ f,
+ dtype=self.description["type"],
+ count=self.block_volume,
+ offset=self.block_volume
+ * idx
+ * np.dtype(self.description["type"]).itemsize,
+ )
+ comp_blocks = np.array_split(block, np.cumsum(self.component_volumes))
+
+ components = {}
+ for comp, block, is_chroma in zip(
+ self.description["components"], comp_blocks, self.are_components_chroma
+ ):
+ if is_chroma:
+ components[comp] = block.reshape(
+ 1, self.chroma_patch_size, self.chroma_patch_size
+ ).astype(self.out_type)
+ else:
+ components[comp] = block.reshape(
+ 1, self.luma_patch_size, self.luma_patch_size
+ ).astype(self.out_type)
+
+ if self.description["type"].startswith("int"):
+ components = {
+ comp: block
+ / self.specific_norm_value.get(comp, self.default_norm_value)
+ for comp, block in components.items()
+ }
+ return self.transform(components) if self.transform else components
+
+
+class MockDataset(Dataset):
+ """A dataset mocking LumaChromaDataset, for debugging purposes. Additional *args and **kwargs are ignored to reduce config changes required for use."""
+
+ def __init__(
+ self, *args: Any, length: int, patch_size: int = 144, **kwargs: Dict[Any, Any]
+ ):
+ """
+ Args:
+ args: additional args, that are ignored
+ length: the length of the mock dataset
+ luma_patch_size: the size of generated luma patches
+ kwargs: additional kwargs, that are ignored
+ """
+ print(f"MockDataset is ignoring *args: '{list(args)}'")
+ print(f"MockDataset is ignoring **kwargs: '{dict(kwargs)}'")
+ self.length = length
+ self.patch_size = (1, patch_size, patch_size)
+ self.components = [
+ "org_Y",
+ "org_U",
+ "org_V",
+ "pred_Y",
+ "pred_U",
+ "pred_V",
+ "rec_before_dbf_Y",
+ "rec_before_dbf_U",
+ "rec_before_dbf_V",
+ "bs_Y",
+ "bs_U",
+ "bs_V",
+ "qp_base",
+ "qp_slice",
+ "ipb_Y",
+ ]
+
+ def __len__(self) -> int:
+ return self.length
+
+ def __getitem__(self, idx: int) -> Dict[str, torch.Tensor]:
+ return {comp: torch.rand(*(self.patch_size)) for comp in self.components}
diff --git a/training/training_scripts/NN_Filtering_HOP/training/logger.py b/training/training_scripts/NN_Filtering_HOP/training/logger.py
new file mode 100644
index 0000000000..a7e59f97d1
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/training/logger.py
@@ -0,0 +1,298 @@
+"""
+/* The copyright in this software is being made available under the BSD
+* License, included below. This software may be subject to other third party
+* and contributor rights, including patent rights, and no such rights are
+* granted under this license.
+*
+* Copyright (c) 2010-2022, ITU/ISO/IEC
+* All rights reserved.
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions are met:
+*
+* * Redistributions of source code must retain the above copyright notice,
+* this list of conditions and the following disclaimer.
+* * Redistributions in binary form must reproduce the above copyright notice,
+* this list of conditions and the following disclaimer in the documentation
+* and/or other materials provided with the distribution.
+* * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+* be used to endorse or promote products derived from this software without
+* specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+* BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+* THE POSSIBILITY OF SUCH DAMAGE.
+"""
+
+from typing import Iterable, Optional, Dict, Any
+import datetime
+import os
+
+
+class BaseLogger:
+ """A base class representing the interface for all loggers."""
+
+ def on_train_start(self) -> None:
+ pass
+
+ def on_train_end(self) -> None:
+ pass
+
+ def on_train_epoch_start(self, epoch: int) -> None:
+ pass
+
+ def on_train_epoch_end(self, epoch: int) -> None:
+ pass
+
+ def on_train_iter_start(self, epoch: int, iteration: int) -> None:
+ pass
+
+ def on_train_iter_end(
+ self, epoch: int, iteration: int, train_metrics: Dict[str, Any]
+ ) -> None:
+ pass
+
+ def on_val_epoch_start(self, epoch: int) -> None:
+ pass
+
+ def on_val_epoch_end(
+ self, epoch: int, val_metrics: Dict[str, Dict[str, Any]]
+ ) -> None:
+ pass
+
+
+class LoggerList(BaseLogger):
+ """A container for multiple loggers."""
+
+ def __init__(self, loggers: Iterable[BaseLogger]):
+ self.loggers = loggers
+
+ def on_train_start(self) -> None:
+ for logger in self.loggers:
+ logger.on_train_start()
+
+ def on_train_end(self) -> None:
+ for logger in self.loggers:
+ logger.on_train_end()
+
+ def on_train_epoch_start(self, epoch: int) -> None:
+ for logger in self.loggers:
+ logger.on_train_epoch_start(epoch)
+
+ def on_train_epoch_end(self, epoch: int) -> None:
+ for logger in self.loggers:
+ logger.on_train_epoch_end(epoch)
+
+ def on_train_iter_start(self, epoch: int, iteration: int) -> None:
+ for logger in self.loggers:
+ logger.on_train_iter_start(epoch, iteration)
+
+ def on_train_iter_end(
+ self, epoch: int, iteration: int, train_metrics: Dict[str, Any]
+ ) -> None:
+ for logger in self.loggers:
+ logger.on_train_iter_end(epoch, iteration, train_metrics)
+
+ def on_val_epoch_start(self, epoch: int) -> None:
+ for logger in self.loggers:
+ logger.on_val_epoch_start(epoch)
+
+ def on_val_epoch_end(
+ self, epoch: int, val_metrics: Dict[str, Dict[str, Any]]
+ ) -> None:
+ for logger in self.loggers:
+ logger.on_val_epoch_end(epoch, val_metrics)
+
+
+class PrintLogger(BaseLogger):
+ """Prints metrics to file (stdout by default)."""
+
+ def __init__(
+ self,
+ log_train_interval: int = 0,
+ log_val_metrics: bool = True,
+ out_filename: Optional[str] = None,
+ ):
+ """
+ Args:
+ log_train_interval: log train metrics every n iterations. 0 to disable
+ log_val_metrics: log validation metrics. Interval determined by trainer
+ out_filename: log metrics to file (stdout if None)
+ """
+ self.log_train_interval = log_train_interval
+ self.log_val_metrics = log_val_metrics
+ if out_filename is not None:
+ os.makedirs(os.path.dirname(out_filename), exist_ok=True)
+ self.out_file = open(out_filename, "w") if out_filename is not None else None
+
+ def __del__(self):
+ if self.out_file is not None:
+ self.out_file.close()
+
+ @classmethod
+ def format_metrics(cls, metrics: Dict[str, Any]) -> str:
+ return ", ".join([f"{metric}={value:.4e}" for metric, value in metrics.items()])
+
+ def on_train_iter_end(
+ self, epoch: int, iteration: int, train_metrics: Dict[str, Any]
+ ) -> None:
+ if self.log_train_interval > 0 and (iteration + 1) % self.log_train_interval:
+ print(
+ f"Epoch {epoch}, iteration {iteration}: {self.format_metrics(train_metrics)}",
+ file=self.out_file,
+ )
+
+ def on_val_epoch_end(
+ self, epoch: int, val_metrics: Dict[str, Dict[str, Any]]
+ ) -> None:
+ if self.log_val_metrics:
+ print(f"Val epoch {epoch}", file=self.out_file)
+ for val_tag, val_tag_metrics in val_metrics.items():
+ print(
+ f"\t{val_tag}: {self.format_metrics(val_tag_metrics)}",
+ file=self.out_file,
+ )
+
+
+class ProgressLogger(BaseLogger):
+ """Prints progress updates to file (stdout by default)."""
+
+ def __init__(
+ self,
+ log_train_epochs: bool = True,
+ log_val_epochs: bool = True,
+ log_train_iterations: bool = False,
+ log_stage_ends: bool = False,
+ out_filename: Optional[str] = None,
+ ):
+ """
+ Args:
+ log_train_epochs: log updates every training epoch
+ log_val_epochs: log updates every validation epoch
+ log_train_iterations: log updates every training iteration
+ log_stage_ends: also log updates at completion of logged stages. If false, only log updates at start of logged stages
+ out_filename: log metrics to file (stdout if None)
+ """
+ self.log_train_epochs = log_train_epochs
+ self.log_val_epochs = log_val_epochs
+ self.log_train_iterations = log_train_iterations
+ self.log_stage_ends = log_stage_ends
+ if out_filename is not None:
+ os.makedirs(os.path.dirname(out_filename), exist_ok=True)
+ self.out_file = open(out_filename, "w") if out_filename is not None else None
+
+ def __del__(self):
+ if self.out_file is not None:
+ self.out_file.close()
+
+ def on_train_start(self):
+ print(f"{datetime.datetime.now()}: Training started", file=self.out_file)
+
+ def on_train_end(self):
+ if self.log_stage_ends:
+ print(f"{datetime.datetime.now()}: Training finished", file=self.out_file)
+
+ def on_train_epoch_start(self, epoch: int):
+ if self.log_train_epochs:
+ print(
+ f"{datetime.datetime.now()}: Training started epoch {epoch}",
+ file=self.out_file,
+ )
+
+ def on_train_epoch_end(self, epoch: int):
+ if self.log_train_epochs and self.log_stage_ends:
+ print(
+ f"{datetime.datetime.now()}: Training finished epoch {epoch}",
+ file=self.out_file,
+ )
+
+ def on_train_iter_start(self, epoch: int, iteration: int):
+ if self.log_train_iterations:
+ print(
+ f"{datetime.datetime.now()}: Training starting epoch {epoch}, iteration {iteration}",
+ file=self.out_file,
+ )
+
+ def on_train_iter_end(
+ self, epoch: int, iteration: int, train_metrics: Dict[str, Any]
+ ):
+ if self.log_train_iterations and self.log_stage_ends:
+ print(
+ f"{datetime.datetime.now()}: Training finished epoch {epoch}, iteration {iteration}",
+ file=self.out_file,
+ )
+
+ def on_val_epoch_start(self, epoch: int):
+ if self.log_val_epochs:
+ print(
+ f"{datetime.datetime.now()}: Validation starting epoch {epoch}",
+ file=self.out_file,
+ )
+
+ def on_val_epoch_end(self, epoch: int, val_metrics: Dict[str, Dict[str, Any]]):
+ if self.log_val_epochs and self.log_stage_ends:
+ print(
+ f"{datetime.datetime.now()}: Validation finished epoch {epoch}",
+ file=self.out_file,
+ )
+
+
+from torch.utils.tensorboard import SummaryWriter # noqa: E402
+
+
+class TensorboardLogger(BaseLogger):
+ """Log metrics to tensorboard"""
+
+ def __init__(
+ self,
+ log_dir: str,
+ log_train_progress: bool = True,
+ log_train_interval: int = 0,
+ log_val_metrics: bool = True,
+ ):
+ """
+ Args:
+ log_dir: log tensorboards to directory
+ log_train_progress: log progress by epochs
+ log_train_interval: log train metrics every n iterations. 0 to disable
+ log_val_metrics: log validation metrics. Interval determined by trainer
+ """
+ self.log_train_progress = log_train_progress
+ self.log_train_interval = log_train_interval
+ self.log_val_metrics = log_val_metrics
+ self.writer = SummaryWriter(log_dir)
+
+ if self.log_train_interval > 0:
+ self.global_iteration = 0
+
+ def on_train_epoch_start(self, epoch: int):
+ if self.log_train_progress:
+ self.writer.add_scalar("epochs", epoch, global_step=epoch)
+
+ def on_train_iter_end(
+ self, epoch: int, iteration: int, train_metrics: Dict[str, Any]
+ ) -> None:
+ if self.log_train_interval > 0 and (iteration + 1) % self.log_train_interval:
+ self.global_iteration += self.log_train_interval
+ for metric, value in train_metrics.items():
+ self.writer.add_scalar(
+ f"train/{metric}", value, global_step=self.global_iteration
+ )
+
+ def on_val_epoch_end(
+ self, epoch: int, val_metrics: Dict[str, Dict[str, Any]]
+ ) -> None:
+ if self.log_val_metrics:
+ for val_dataset_tag, val_dataset_metrics in val_metrics.items():
+ for metric, value in val_dataset_metrics.items():
+ self.writer.add_scalar(
+ f"{val_dataset_tag}/{metric}", value, global_step=epoch
+ )
diff --git a/training/training_scripts/NN_Filtering_HOP/training/main.py b/training/training_scripts/NN_Filtering_HOP/training/main.py
new file mode 100644
index 0000000000..4847a91940
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/training/main.py
@@ -0,0 +1,65 @@
+"""
+/* The copyright in this software is being made available under the BSD
+* License, included below. This software may be subject to other third party
+* and contributor rights, including patent rights, and no such rights are
+* granted under this license.
+*
+* Copyright (c) 2010-2023, ITU/ISO/IEC
+* All rights reserved.
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions are met:
+*
+* * Redistributions of source code must retain the above copyright notice,
+* this list of conditions and the following disclaimer.
+* * Redistributions in binary form must reproduce the above copyright notice,
+* this list of conditions and the following disclaimer in the documentation
+* and/or other materials provided with the distribution.
+* * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+* be used to endorse or promote products derived from this software without
+* specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+* BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+* THE POSSIBILITY OF SUCH DAMAGE.
+"""
+
+import sys
+import json
+import jsonmerge
+from trainer import Trainer
+
+
+# CLI: python main.py [CONFIG]...
+config = {"verbose": 0}
+default_training = {}
+for config_filename in sys.argv[1:]:
+ with open(config_filename, "r") as file:
+ j = json.load(file)
+ if "training" in j:
+ default_training = j
+ else:
+ config = jsonmerge.merge(config, j)
+
+if "current_stage" in config:
+ print(f"[INFO] training for {config['current_stage']}")
+ if "training" in default_training:
+ config[config["current_stage"]] = jsonmerge.merge(
+ default_training, config[config["current_stage"]]
+ )
+else:
+ quit("[ERROR] no current stage found in config files")
+
+if config["verbose"] > 1:
+ print(json.dumps(config, indent=1))
+
+trainer = Trainer(config)
+trainer.train()
diff --git a/training/training_scripts/NN_Filtering_HOP/training/trainer.py b/training/training_scripts/NN_Filtering_HOP/training/trainer.py
new file mode 100644
index 0000000000..9f7d20b36c
--- /dev/null
+++ b/training/training_scripts/NN_Filtering_HOP/training/trainer.py
@@ -0,0 +1,288 @@
+"""
+/* The copyright in this software is being made available under the BSD
+* License, included below. This software may be subject to other third party
+* and contributor rights, including patent rights, and no such rights are
+* granted under this license.
+*
+* Copyright (c) 2010-2022, ITU/ISO/IEC
+* All rights reserved.
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions are met:
+*
+* * Redistributions of source code must retain the above copyright notice,
+* this list of conditions and the following disclaimer.
+* * Redistributions in binary form must reproduce the above copyright notice,
+* this list of conditions and the following disclaimer in the documentation
+* and/or other materials provided with the distribution.
+* * Neither the name of the ITU/ISO/IEC nor the names of its contributors may
+* be used to endorse or promote products derived from this software without
+* specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
+* BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
+* THE POSSIBILITY OF SUCH DAMAGE.
+"""
+
+import os
+import json
+from typing import Dict, Any
+import random
+import numpy as np
+import sys
+
+import torch
+from torch import nn
+from torch.utils.data import ConcatDataset, DataLoader
+import dataset
+import logger
+
+sys.path.append(os.path.join(os.path.dirname(__file__), "..", "model"))
+import model # noqa: E402
+
+
+class Trainer:
+ """Training procedure."""
+
+ def __init__(self, config: Dict[str, Any]):
+ """
+ Args:
+ config: config hyperparameters stored in dictionary. See cfg/base_desc.txt for more details.
+ """
+ self.config = config
+ self.config_stage = config[config["current_stage"]]
+ self.config_training = self.config_stage["training"]
+ self.current_epoch = 0
+ self.current_iteration = 0
+ self.device = self.config_training["device"] or (
+ torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu")
+ )
+
+ self.base_dir = self.config_training["path"]
+ self.save_dir = os.path.join(self.base_dir, self.config_training["ckpt_dir"])
+ os.makedirs(self.save_dir, exist_ok=True)
+ print(f"[INFO] All outputs will be saved in '{self.save_dir}'")
+
+ with open(f"{self.base_dir}/training_config.json", "w") as f:
+ json.dump(self.config, f, indent=4)
+
+ # training set
+ DataSetCls = getattr(
+ dataset, self.config_training["dataset_config"].pop("class")
+ )
+ train_args = [
+ os.path.join(
+ self.config_stage["dataset"]["path"],
+ self.config_stage["dataset"]["dataset_file"],
+ )
+ ]
+ train_dataset = ConcatDataset(
+ [
+ DataSetCls(args, self.config_training["dataset_config"]["quantizer"])
+ for args in train_args
+ ]
+ )
+ self.train_dataloader = DataLoader(
+ train_dataset, **self.config_training["dataloader"]
+ )
+
+ # validation set
+ val_args = [
+ os.path.join(
+ self.config_stage["dataset_valid"]["path"],
+ self.config_stage["dataset_valid"]["dataset_file"],
+ )
+ ]
+ val_dataset = ConcatDataset(
+ [
+ DataSetCls(args, self.config_training["dataset_config"]["quantizer"])
+ for args in val_args
+ ]
+ )
+ self.val_dataloaders = {
+ f"{self.config_stage['dataset_valid']['dataset_file']}": DataLoader(
+ val_dataset, **self.config_training["dataloader"]
+ )
+ }
+
+ # Model
+ self.model = self.instantiate_from_dict(model, self.config["model"])
+ if self.config["verbose"] > 2:
+ print(f"[INFO] model: {self.config['model']}")
+ if self.config_training["multi_gpu"]:
+ self.model = nn.parallel.DistributedDataParallel(self.model)
+ self.model.to(self.device)
+
+ # Optimisation
+ self.optimizer = self.instantiate_from_dict(
+ torch.optim, self.config_training["optimizer"], self.model.parameters()
+ )
+ self.lr_scheduler = self.instantiate_from_dict(
+ torch.optim.lr_scheduler,
+ self.config_training["lr_scheduler"],
+ self.optimizer,
+ )
+
+ # reload
+ last_ckpt = os.path.join(self.save_dir, self.config_training["ckpt_reload"])
+ if os.path.isfile(last_ckpt):
+ print(f"[INFO] reload checkpoint {last_ckpt}")
+ self.load_checkpoint(last_ckpt)
+ else:
+ print(f"[WARNING] checkpoint {last_ckpt} not found, training from scratch")
+
+ # Logging
+ # put path relative to path
+ for name, logitem in self.config_training["loggers"].items():
+ if self.config["verbose"] > 1:
+ print(f"[INFO] logger {name}: {logitem}")
+ if "out_filename" in logitem and logitem["out_filename"] is not None:
+ logitem["out_filename"] = os.path.join(
+ self.base_dir, logitem["out_filename"]
+ )
+ elif "log_dir" in logitem and logitem["log_dir"] is not None:
+ logitem["log_dir"] = os.path.join(self.base_dir, logitem["log_dir"])
+
+ self.loggers = logger.LoggerList(
+ [
+ getattr(logger, LoggerCls)(**kwargs)
+ for LoggerCls, kwargs in self.config_training["loggers"].items()
+ ]
+ )
+
+ self.loss_function = nn.L1Loss()
+
+ @staticmethod
+ def instantiate_from_dict(
+ namespace, dict: Dict[str, Any], *args: Any, **kwargs: Dict[str, Any]
+ ) -> Any:
+ """Instatiate instance from config dict. Value of 'class' in dict should be a class available in namespace.
+ Args:
+ namespace: load class definition from this namespace
+ dict: dict containing kwargs for instantiation
+ *args: args for instantiation
+ **kwargs: additional kwargs for instantiation
+ """
+ return getattr(namespace, dict.pop("class"))(*args, **dict, **kwargs)
+
+ def save_checkpoint(self, filename: str):
+ torch.save(
+ {
+ "epoch": self.current_epoch,
+ "model": self.model.state_dict(),
+ "optimizer": self.optimizer.state_dict(),
+ "lr_scheduler": self.lr_scheduler.state_dict(),
+ },
+ filename,
+ )
+
+ def load_checkpoint(self, filename: str):
+ checkpoint = torch.load(filename, map_location=self.device)
+ self.current_epoch = checkpoint["epoch"]
+ self.model.load_state_dict(checkpoint["model"])
+ self.optimizer.load_state_dict(checkpoint["optimizer"])
+ self.lr_scheduler.load_state_dict(checkpoint["lr_scheduler"])
+
+ def loss_merger(self, Y_loss: torch.Tensor, UV_loss: torch.Tensor) -> torch.Tensor:
+ return (
+ self.config_training["component_loss_weightings"][0] * Y_loss
+ + self.config_training["component_loss_weightings"][1] * UV_loss
+ ) / sum(self.config_training["component_loss_weightings"])
+
+ def seed_everything(self):
+ if self.config_training["seed"] is not None:
+ random.seed(self.config_training["seed"])
+ np.random.seed(self.config_training["seed"])
+ torch.manual_seed(self.config_training["seed"])
+ torch.cuda.manual_seed_all(self.config_training["seed"])
+
+ def train(self):
+ self.seed_everything()
+ self.loggers.on_train_start()
+ for epoch in range(self.current_epoch, self.config_training["max_epochs"]):
+ self.current_epoch = epoch
+ if epoch == self.config_training["mse_epoch"]:
+ self.loss_function = nn.MSELoss()
+
+ self.loggers.on_train_epoch_start(self.current_epoch)
+ self.train_epoch()
+ self.loggers.on_train_epoch_end(self.current_epoch)
+
+ if (epoch + 1) % self.config_training["validation_interval"] == 0:
+ self.loggers.on_val_epoch_start(self.current_epoch)
+ val_metrics = self.val_epoch()
+ self.loggers.on_val_epoch_end(self.current_epoch, val_metrics)
+
+ self.lr_scheduler.step()
+ if (
+ self.config_training["model_ckpt"]["every_n_epochs"] is not None
+ and (epoch + 1) % self.config_training["model_ckpt"]["every_n_epochs"]
+ == 0
+ ):
+ self.save_checkpoint(f"{self.save_dir}/epoch_{epoch}.ckpt")
+ if self.config_training["model_ckpt"]["save_last"]:
+ self.save_checkpoint(f"{self.save_dir}/last.ckpt")
+ if self.config_training["model_ckpt"]["export_last"]:
+ self.model.SADL_model.to_onnx(f"{self.save_dir}/last.onnx")
+
+ self.loggers.on_train_end()
+
+ def train_epoch(self):
+ for i, sample in enumerate(self.train_dataloader):
+ self.current_iteration = i
+ self.loggers.on_train_iter_start(self.current_epoch, self.current_iteration)
+ train_metrics = self.train_iteration(sample)
+ self.loggers.on_train_iter_end(
+ self.current_epoch, self.current_iteration, train_metrics
+ )
+
+ def train_iteration(self, sample):
+ lossY, lossUV = self.iteration(sample)
+ lossYUV = self.loss_merger(lossY, lossUV)
+
+ self.optimizer.zero_grad()
+ lossYUV.backward()
+ self.optimizer.step()
+
+ return {"lossY": lossY, "lossUV": lossUV, "lossYUV": lossYUV}
+
+ def iteration(self, sample):
+ Y, UV = self.model(
+ {name: tensor.to(self.device) for name, tensor in sample.items()}
+ )
+ target_Y = sample["org_Y"][..., 8:-8, 8:-8].to(self.device)
+ target_UV = torch.cat((sample["org_U"], sample["org_V"]), dim=1)[
+ ..., 8:-8:2, 8:-8:2
+ ].to(self.device)
+
+ lossY = self.loss_function(Y[..., 8:-8, 8:-8], target_Y)
+ lossUV = self.loss_function(UV[..., 4:-4, 4:-4], target_UV)
+ return lossY, lossUV
+
+ def val_epoch(self):
+ with torch.no_grad():
+ val_metrics = {}
+ for tag, dataloader in self.val_dataloaders.items():
+ Y_loss_sum = 0
+ UV_loss_sum = 0
+ for sample in dataloader:
+ lossY, lossUV = self.iteration(sample)
+ Y_loss_sum += lossY
+ UV_loss_sum += lossUV
+ val_metric = {
+ "lossY": Y_loss_sum / len(dataloader),
+ "lossUV": UV_loss_sum / len(dataloader),
+ }
+ val_metric["lossYUV"] = self.loss_merger(
+ val_metric["lossY"], val_metric["lossUV"]
+ )
+ val_metrics[tag] = val_metric
+ return val_metrics
diff --git a/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/jvet_labels.json b/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/jvet_labels.json
index ae4c6beac9..e49906c89e 100644
--- a/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/jvet_labels.json
+++ b/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/jvet_labels.json
@@ -1,3 +1,71 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6560d19e728eb84e9812abb984a90cdd686d0366be9fe83e8cfd479942226fc4
-size 1806
+{
+ "Tango2_3840x2160_60fps_10bit_420": {
+ "label": "A1_Tango"
+ },
+ "FoodMarket4_3840x2160_60fps_10bit_420": {
+ "label": "A1_FoodMarket"
+ },
+ "Campfire_3840x2160_30fps_bt709_420_videoRange": {
+ "label": "A1_CampfireParty"
+ },
+ "CatRobot1_3840x2160p_60_10_709_420": {
+ "label": "A2_CatRobot"
+ },
+ "DaylightRoad2_3840x2160_60fps_10bit_420": {
+ "label": "A2_DaylightRoad"
+ },
+ "ParkRunning3_3840x2160_50fps_10bit_420": {
+ "label": "A2_ParkRunning"
+ },
+ "MarketPlace_1920x1080_60fps_10bit_420": {
+ "label": "B_MarketPlace"
+ },
+ "RitualDance_1920x1080_60fps_10bit_420": {
+ "label": "B_RitualDance"
+ },
+ "Cactus_1920x1080_50": {
+ "label": "B_Cactus"
+ },
+ "BasketballDrive_1920x1080_50": {
+ "label": "B_BasketBallDrive"
+ },
+ "BQTerrace_1920x1080_60": {
+ "label": "B_BQTerrace"
+ },
+ "BasketballDrill_832x480_50": {
+ "label": "C_BasketballDrill"
+ },
+ "BQMall_832x480_60": {
+ "label": "C_BQMall"
+ },
+ "PartyScene_832x480_50": {
+ "label": "C_PartyScene"
+ },
+ "RaceHorses_832x480_30": {
+ "label": "C_RaceHorses_big"
+ },
+ "BasketballPass_416x240_50": {
+ "label": "D_BasketBallPass"
+ },
+ "BQSquare_416x240_60": {
+ "label": "D_BQSquare"
+ },
+ "BlowingBubbles_416x240_50": {
+ "label": "D_BlowingBubbles"
+ },
+ "RaceHorses_416x240_30": {
+ "label": "D_RaceHorses_s"
+ },
+ "BasketballDrillText_832x480_50": {
+ "label": "F_BBDrillText"
+ },
+ "ArenaOfValor_1920x1080_60_8bit_420": {
+ "label": "F_ArenaOfValor"
+ },
+ "SlideEditing_1280x720_30": {
+ "label": "F_SlideEditing"
+ },
+ "SlideShow_1280x720_20": {
+ "label": "F_SlideShow"
+ }
+}
diff --git a/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/train_data_properties.json b/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/train_data_properties.json
index c031c9422b..a5be69ad2b 100644
--- a/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/train_data_properties.json
+++ b/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/train_data_properties.json
@@ -1,3 +1,38402 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3ebf2b615d6ab665d57ab152ec7008171e8094398dec086a67f15237900603d4
-size 739312
+{
+ "0001": {
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+ "width": 1016
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+ },
+ "DWalkingDownNorthRodeoVidevo": {
+ "fps": 25,
+ "frames": 64,
+ "height": 272,
+ "width": 480
+ },
+ "DWalkingThroughFootbridgeVidevo": {
+ "fps": 25,
+ "frames": 64,
+ "height": 272,
+ "width": 480
+ },
+ "DWatPhoTempleVidevo": {
+ "fps": 50,
+ "frames": 64,
+ "height": 272,
+ "width": 480
+ },
+ "DWaterS65Mitch": {
+ "fps": 24,
+ "frames": 64,
+ "height": 272,
+ "width": 480
+ },
+ "DWaterS81Mitch": {
+ "fps": 24,
+ "frames": 64,
+ "height": 272,
+ "width": 480
+ },
+ "DWoodSJTU": {
+ "fps": 60,
+ "frames": 64,
+ "height": 272,
+ "width": 480
+ },
+ "DWovenVidevo": {
+ "fps": 25,
+ "frames": 64,
+ "height": 272,
+ "width": 480
+ }
+}
diff --git a/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/valid_data_properties.json b/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/valid_data_properties.json
index d0441bd087..a0c9e2346c 100644
--- a/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/valid_data_properties.json
+++ b/training/training_scripts/NN_Post_Filtering/scripts/resources/properties/valid_data_properties.json
@@ -1,3 +1,158 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:79cb514251c333ef987c4455860cf09ca6f533c05353bf750442ebdca435f668
-size 3045
+{
+ "A1_Tango": {
+ "width": 3840,
+ "height": 2160,
+ "frames": 294,
+ "fps": 60
+ },
+ "A1_FoodMarket": {
+ "width": 3840,
+ "height": 2160,
+ "frames": 300,
+ "fps": 60
+ },
+ "A1_CampfireParty": {
+ "width": 3840,
+ "height": 2160,
+ "frames": 300,
+ "fps": 30
+ },
+ "A2_CatRobot": {
+ "width": 3840,
+ "height": 2160,
+ "frames": 300,
+ "fps": 60
+ },
+ "A2_DaylightRoad": {
+ "width": 3840,
+ "height": 2160,
+ "frames": 300,
+ "fps": 60
+ },
+ "A2_ParkRunning": {
+ "width": 3840,
+ "height": 2160,
+ "frames": 300,
+ "fps": 50
+ },
+ "B_MarketPlace": {
+ "width": 1920,
+ "height": 1080,
+ "frames": 600,
+ "fps": 60
+ },
+ "B_RitualDance": {
+ "width": 1920,
+ "height": 1080,
+ "frames": 600,
+ "fps": 60
+ },
+ "B_Cactus": {
+ "width": 1920,
+ "height": 1080,
+ "frames": 500,
+ "fps": 50
+ },
+ "B_BasketBallDrive": {
+ "width": 1920,
+ "height": 1080,
+ "frames": 500,
+ "fps": 50
+ },
+ "B_BQTerrace": {
+ "width": 1920,
+ "height": 1080,
+ "frames": 600,
+ "fps": 60
+ },
+ "C_BasketballDrill": {
+ "width": 832,
+ "height": 480,
+ "frames": 500,
+ "fps": 50
+ },
+ "C_BQMall": {
+ "width": 832,
+ "height": 480,
+ "frames": 600,
+ "fps": 60
+ },
+ "C_PartyScene": {
+ "width": 832,
+ "height": 480,
+ "frames": 500,
+ "fps": 50
+ },
+ "C_RaceHorses_big": {
+ "width": 832,
+ "height": 480,
+ "frames": 300,
+ "fps": 30
+ },
+ "D_BasketBallPass": {
+ "width": 416,
+ "height": 240,
+ "frames": 500,
+ "fps": 50
+ },
+ "D_BQSquare": {
+ "width": 416,
+ "height": 240,
+ "frames": 600,
+ "fps": 60
+ },
+ "D_BlowingBubbles": {
+ "width": 416,
+ "height": 240,
+ "frames": 500,
+ "fps": 50
+ },
+ "D_RaceHorses_s": {
+ "width": 416,
+ "height": 240,
+ "frames": 300,
+ "fps": 30
+ },
+ "E_FourPeople": {
+ "width": 1280,
+ "height": 720,
+ "frames": 600,
+ "fps": 60
+ },
+ "E_Johnny": {
+ "width": 1280,
+ "height": 720,
+ "frames": 600,
+ "fps": 60
+ },
+ "E_KristenAndSara": {
+ "width": 1280,
+ "height": 720,
+ "frames": 600,
+ "fps": 60
+ },
+ "F_BBDrillText": {
+ "width": 832,
+ "height": 480,
+ "frames": 500,
+ "fps": 50
+ },
+ "F_ArenaOfValor": {
+ "width": 1920,
+ "height": 1080,
+ "frames": 600,
+ "fps": 60
+ },
+ "F_SlideEditing": {
+ "width": 1280,
+ "height": 720,
+ "frames": 300,
+ "fps": 30
+ },
+ "F_SlideShow": {
+ "width": 1280,
+ "height": 720,
+ "frames": 500,
+ "fps": 20
+ }
+}
\ No newline at end of file
diff --git a/training/training_scripts/Nn_Filtering_Set_1/Scripts/CombinedIntraInter/create_json/template/json_template.json b/training/training_scripts/Nn_Filtering_Set_1/Scripts/CombinedIntraInter/create_json/template/json_template.json
index 16a8a29e0d..cef6a1f895 100644
--- a/training/training_scripts/Nn_Filtering_Set_1/Scripts/CombinedIntraInter/create_json/template/json_template.json
+++ b/training/training_scripts/Nn_Filtering_Set_1/Scripts/CombinedIntraInter/create_json/template/json_template.json
@@ -1,3 +1,24 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:12a3ce483f5178dd376ff165f1b4516fb0a268e9ff93fc2d848155b4b8c5c087
-size 903
+{
+ "suffix_rec_before_dbf": "_rec_before_dbf.yuv",
+ "suffix_pred": "_pred.yuv",
+ "suffix_partition_cu_average": "_partition_cu_average.yuv",
+ "suffix_bs": "_bs.yuv",
+ "suffix_qp": "_qp.dat",
+ "suffix_slicetype": "_slicetype.dat",
+ "suffix_bpm": "_bpm.yuv",
+ "data": [
+ {
+ "bsname": "AAdvertisingMassagesBangkokVidevo_3840x2176_25fps_10bit_420qp17.bin",
+ "qp_base": 17,
+ "basename": "AAdvertisingMassagesBangkokVidevo_3840x2176_25fps_10bit_420_qp17",
+ "width": 3840,
+ "height": 2176,
+ "data_count": 64,
+ "dirname": "/proj/video_no_backup/videosim/eliudux/training_data/nnvc3_yuv/ai_8ccf_BVIDVC/AAdvertisingMassagesBangkokVidevo_3840x2176_25fps_10bit_420_qp17/",
+ "original_yuv": "/proj/video_data3/videosim/data/BVI_DVC/AAdvertisingMassagesBangkokVidevo_3840x2176_25fps_10bit_420.yuv",
+ "original_temporal_subsample": 1,
+ "original_frame_skip": 0,
+ "original_bitdepth": 10
+ }
+ ]
+}
\ No newline at end of file
--
GitLab